{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyMZ/J9unWK1zBhEP4uBjoKC",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/alessandropequeno/PPGEEC-Deep-Learning-UFRN/blob/main/questao_1_lista_2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "1) Considere o problema das espirais. Sendo a espiral 1 uma classe e  a espiral 2 outra classe. Gere os dados usando as seguintes equações:\n",
        "para espiral 1:   x = Θ/4 cosΘ  :. y = Θ/4 senΘ  :.  Θ ≥ 0\n",
        "\n",
        "para espiral 2:   x = (Θ/4 + 0.8) cosΘ   :.  y = (Θ/4 + 0.8) senΘ  :.  Θ ≥ 0\n",
        "\n",
        "fazendo Θ assumir 1000 valores igualmente espaçados entre 0 e 20 radianos. Solucione este problema considerando:\n",
        "\n",
        "a) Uma SVM"
      ],
      "metadata": {
        "id": "kLn2qZ9JGAN7"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Importando as bibliotecas"
      ],
      "metadata": {
        "id": "lQZddOrxHy2r"
      }
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "cNnrsyuW98xe"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "eXNe7gp3I5-5"
      },
      "outputs": [],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "from sklearn.preprocessing import StandardScaler, PolynomialFeatures\n",
        "from sklearn.model_selection import train_test_split, GridSearchCV\n",
        "from sklearn.svm import SVC\n",
        "from sklearn.metrics import accuracy_score, confusion_matrix, ConfusionMatrixDisplay\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Definir as funções para gerar os dados das espirais"
      ],
      "metadata": {
        "id": "kUP7CYQxH65S"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def espiral1(theta):\n",
        "    x = (theta / 4) * np.cos(theta)\n",
        "    y = (theta / 4) * np.sin(theta)\n",
        "    return x, y\n",
        "\n",
        "def espiral2(theta):\n",
        "    x = ((theta / 4) + 0.8) * np.cos(theta)\n",
        "    y = ((theta / 4) + 0.8) * np.sin(theta)\n",
        "    return x, y"
      ],
      "metadata": {
        "id": "v155tF4AIFUT"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Gerar os valores de Θ"
      ],
      "metadata": {
        "id": "K8v1iZ3tIJmK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "theta = np.linspace(0, 20, 1000)"
      ],
      "metadata": {
        "id": "Mg20yivVIRND"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Gerar os pontos da espiral 1 e 2"
      ],
      "metadata": {
        "id": "vaa6AZvQIWG9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "x_espiral1 = np.stack([espiral1(theta)[0], espiral1(theta)[1]], axis=1)\n",
        "x_espiral2 = np.stack([espiral2(theta)[0], espiral2(theta)[1]], axis=1)"
      ],
      "metadata": {
        "id": "CRbMyyY6Icx-"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Plotar as duas curvas"
      ],
      "metadata": {
        "id": "5gvXIRBgJP2f"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 5))\n",
        "\n",
        "ax1.plot(x_espiral1[:, 0], x_espiral1[:, 1], label='Espiral 1')\n",
        "ax1.set_title('Espiral 1')\n",
        "ax1.legend()\n",
        "\n",
        "ax2.plot(x_espiral2[:, 0], x_espiral2[:, 1], color='orange', label='Espiral 2')\n",
        "ax2.set_title('Espiral 2')\n",
        "ax2.legend()\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 505
        },
        "id": "ek6ns65yJTHS",
        "outputId": "9cf2f924-76ec-4def-b97c-90816130193d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Criar os rótulos para os pontos das espirais"
      ],
      "metadata": {
        "id": "TZrqILVDseUL"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "y_espiral1 = np.zeros(len(x_espiral1))\n",
        "y_espiral2 = np.ones(len(x_espiral2))"
      ],
      "metadata": {
        "id": "ZVi9TBo7sn2f"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Combinar os pontos de dados das espirais e seus rótulos"
      ],
      "metadata": {
        "id": "CyUIGlJksri0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "X = np.concatenate([x_espiral1, x_espiral2])\n",
        "y = np.concatenate([y_espiral1, y_espiral2])"
      ],
      "metadata": {
        "id": "sksmhUsbszV2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Misturar os dados"
      ],
      "metadata": {
        "id": "GZngRdbLs2Zb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "np.random.seed(42)  # Para garantir a reprodutibilidade dos resultados\n",
        "shuffle_indices = np.random.permutation(len(X))\n",
        "X_shuffled = X[shuffle_indices]\n",
        "y_shuffled = y[shuffle_indices]"
      ],
      "metadata": {
        "id": "sttmCfPms4ua"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Dividir os dados em conjuntos de treinamento e teste"
      ],
      "metadata": {
        "id": "NAQWX--gs-Wz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "X_train, X_test, y_train, y_test = train_test_split(X_shuffled, y_shuffled, test_size=0.2, random_state=42)\n"
      ],
      "metadata": {
        "id": "qtwL2KldvAMB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Escalonar os dados"
      ],
      "metadata": {
        "id": "1MFu_0-Yo6Pt"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Escalonar os dados\n",
        "scaler = StandardScaler()\n",
        "X_train_scaled = scaler.fit_transform(X_train)\n",
        "X_test_scaled = scaler.transform(X_test)"
      ],
      "metadata": {
        "id": "AoyTF8nso83i"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### plotar o dados de treino e validação"
      ],
      "metadata": {
        "id": "BYo8ttkCvam-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Configuração dos subplots\n",
        "fig, axs = plt.subplots(1, 2, figsize=(12, 5))\n",
        "\n",
        "# Plotar os pontos de treinamento no primeiro subplot\n",
        "axs[0].scatter(X_train[y_train == 0][:, 0], X_train[y_train == 0][:, 1], label='Espiral 1 (treinamento)')\n",
        "axs[0].scatter(X_train[y_train == 1][:, 0], X_train[y_train == 1][:, 1], label='Espiral 2 (treinamento)', marker='x')\n",
        "axs[0].set_title('Conjunto de Treinamento')\n",
        "axs[0].set_xlabel('X')\n",
        "axs[0].set_ylabel('Y')\n",
        "axs[0].legend(loc='lower right')\n",
        "# Adicionar texto com a quantidade de pontos de treinamento\n",
        "axs[0].text(0.05, 0.95, f\"Número de pontos: {len(X_train)}\", transform=axs[0].transAxes, fontsize=10, verticalalignment='top')\n",
        "\n",
        "# Plotar os pontos de validação no segundo subplot\n",
        "axs[1].scatter(X_test[y_test == 0][:, 0], X_test[y_test == 0][:, 1], label='Espiral 1 (validação)', alpha=0.5)\n",
        "axs[1].scatter(X_test[y_test == 1][:, 0], X_test[y_test == 1][:, 1], label='Espiral 2 (validação)', marker='x', alpha=0.5)\n",
        "axs[1].set_title('Conjunto de Validação')\n",
        "axs[1].set_xlabel('X')\n",
        "axs[1].set_ylabel('Y')\n",
        "axs[1].legend(loc='lower right')\n",
        "# Adicionar texto com a quantidade de pontos de validação\n",
        "axs[1].text(0.05, 0.95, f\"Número de pontos: {len(X_test)}\", transform=axs[1].transAxes, fontsize=10, verticalalignment='top')\n",
        "\n",
        "# Ajustar o layout\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 505
        },
        "id": "kpJJajr5uq_d",
        "outputId": "d094ad21-44f8-45fb-d2a8-091cd125ee85"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 2 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Inicializar e treinar o classificador SVM (Kernel = linear)"
      ],
      "metadata": {
        "id": "7-oOvK-_trns"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Treinamento com SVM linear\n",
        "svm_classifier = SVC(kernel='linear')\n",
        "svm_classifier.fit(X_train_scaled, y_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "id": "s6mNG23Utye_",
        "outputId": "9303127f-7515-4169-e5fc-22193a31ba1f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "SVC(kernel='linear')"
            ],
            "text/html": [
              "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>SVC(kernel=&#x27;linear&#x27;)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">SVC</label><div class=\"sk-toggleable__content\"><pre>SVC(kernel=&#x27;linear&#x27;)</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Configurar subplots"
      ],
      "metadata": {
        "id": "0L1eAwoNt4jL"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axs = plt.subplots(1, 2, figsize=(15, 7))\n",
        "\n",
        "# Plotar os pontos das espirais nos subplots correspondentes\n",
        "axs[0].scatter(x_espiral1[:, 0], x_espiral1[:, 1], label='Espiral 1')\n",
        "axs[0].scatter(x_espiral2[:, 0], x_espiral2[:, 1], label='Espiral 2')\n",
        "axs[0].set_title('Gráfico Original das Espirais')\n",
        "axs[0].set_xlabel('X')\n",
        "axs[0].set_ylabel('Y')\n",
        "axs[0].legend()\n",
        "\n",
        "y_train_pred = svm_classifier.predict(X_train_scaled)\n",
        "\n",
        "# Plotar os pontos de treinamento coloridos de acordo com as previsões no segundo subplot\n",
        "axs[1].scatter(X_train_scaled[y_train_pred == 0][:, 0], X_train_scaled[y_train_pred == 0][:, 1], marker='o', label='Previsto como Espiral 1', color='red')\n",
        "axs[1].scatter(X_train_scaled[y_train_pred == 1][:, 0], X_train_scaled[y_train_pred == 1][:, 1], marker='x', label='Previsto como Espiral 2', color='blue')\n",
        "axs[1].set_title('Resultado da Predição nos Dados de Treinamento')\n",
        "axs[1].set_xlabel('X')\n",
        "axs[1].set_ylabel('Y')\n",
        "axs[1].legend()\n",
        "\n",
        "# Adicionar linhas de decisão geradas pelos vetores de suporte\n",
        "xlim = axs[1].get_xlim()\n",
        "ylim = axs[1].get_ylim()\n",
        "xx, yy = np.meshgrid(np.linspace(xlim[0], xlim[1], 50),\n",
        "                     np.linspace(ylim[0], ylim[1], 50))\n",
        "Z = svm_classifier.decision_function(np.c_[xx.ravel(), yy.ravel()])\n",
        "Z = Z.reshape(xx.shape)\n",
        "axs[1].contour(xx, yy, Z, colors='k', levels=[-1, 0, 1], alpha=0.5,\n",
        "                linestyles=['--', '-', '--'])\n",
        "\n",
        "axs[1].set_title('Resultado da Predição nos Dados de Treinamento')\n",
        "axs[1].set_xlabel('X')\n",
        "axs[1].set_ylabel('Y')\n",
        "axs[1].legend()\n",
        "\n",
        "# Ajustar o layout\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 565
        },
        "id": "eQsrFY18dqwF",
        "outputId": "9e136e8b-0740-4d47-b272-e007a62e79e2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Inicializar e treinar o classificador SVM (kernel='rbf')"
      ],
      "metadata": {
        "id": "FQYs7_d-84Gt"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Treinamento com kernel RBF (gaussiano) e busca de hiperparâmetros\n",
        "param_grid = {'C': [0.1, 1, 10, 100], 'gamma': [1, 0.1, 0.01, 0.001]}\n",
        "svm_rbf = GridSearchCV(SVC(kernel='rbf'), param_grid, refit=True, verbose=2)\n",
        "svm_rbf.fit(X_train_scaled, y_train)\n",
        "\n",
        "print(f\"Melhores parâmetros: {svm_rbf.best_params_}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "okP1IJczpoPn",
        "outputId": "50836347-2ec1-43af-ce26-34bdf1432ee7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Fitting 5 folds for each of 16 candidates, totalling 80 fits\n",
            "[CV] END .....................................C=0.1, gamma=1; total time=   0.1s\n",
            "[CV] END .....................................C=0.1, gamma=1; total time=   0.1s\n",
            "[CV] END .....................................C=0.1, gamma=1; total time=   0.1s\n",
            "[CV] END .....................................C=0.1, gamma=1; total time=   0.1s\n",
            "[CV] END .....................................C=0.1, gamma=1; total time=   0.1s\n",
            "[CV] END ...................................C=0.1, gamma=0.1; total time=   0.1s\n",
            "[CV] END ...................................C=0.1, gamma=0.1; total time=   0.1s\n",
            "[CV] END ...................................C=0.1, gamma=0.1; total time=   0.1s\n",
            "[CV] END ...................................C=0.1, gamma=0.1; total time=   0.1s\n",
            "[CV] END ...................................C=0.1, gamma=0.1; total time=   0.1s\n",
            "[CV] END ..................................C=0.1, gamma=0.01; total time=   0.1s\n",
            "[CV] END ..................................C=0.1, gamma=0.01; total time=   0.1s\n",
            "[CV] END ..................................C=0.1, gamma=0.01; total time=   0.1s\n",
            "[CV] END ..................................C=0.1, gamma=0.01; total time=   0.1s\n",
            "[CV] END ..................................C=0.1, gamma=0.01; total time=   0.1s\n",
            "[CV] END .................................C=0.1, gamma=0.001; total time=   0.1s\n",
            "[CV] END .................................C=0.1, gamma=0.001; total time=   0.1s\n",
            "[CV] END .................................C=0.1, gamma=0.001; total time=   0.1s\n",
            "[CV] END .................................C=0.1, gamma=0.001; total time=   0.1s\n",
            "[CV] END .................................C=0.1, gamma=0.001; total time=   0.1s\n",
            "[CV] END .......................................C=1, gamma=1; total time=   0.1s\n",
            "[CV] END .......................................C=1, gamma=1; total time=   0.1s\n",
            "[CV] END .......................................C=1, gamma=1; total time=   0.1s\n",
            "[CV] END .......................................C=1, gamma=1; total time=   0.1s\n",
            "[CV] END .......................................C=1, gamma=1; total time=   0.1s\n",
            "[CV] END .....................................C=1, gamma=0.1; total time=   0.1s\n",
            "[CV] END .....................................C=1, gamma=0.1; total time=   0.1s\n",
            "[CV] END .....................................C=1, gamma=0.1; total time=   0.1s\n",
            "[CV] END .....................................C=1, gamma=0.1; total time=   0.1s\n",
            "[CV] END .....................................C=1, gamma=0.1; total time=   0.1s\n",
            "[CV] END ....................................C=1, gamma=0.01; total time=   0.1s\n",
            "[CV] END ....................................C=1, gamma=0.01; total time=   0.1s\n",
            "[CV] END ....................................C=1, gamma=0.01; total time=   0.1s\n",
            "[CV] END ....................................C=1, gamma=0.01; total time=   0.1s\n",
            "[CV] END ....................................C=1, gamma=0.01; total time=   0.1s\n",
            "[CV] END ...................................C=1, gamma=0.001; total time=   0.1s\n",
            "[CV] END ...................................C=1, gamma=0.001; total time=   0.1s\n",
            "[CV] END ...................................C=1, gamma=0.001; total time=   0.1s\n",
            "[CV] END ...................................C=1, gamma=0.001; total time=   0.1s\n",
            "[CV] END ...................................C=1, gamma=0.001; total time=   0.1s\n",
            "[CV] END ......................................C=10, gamma=1; total time=   0.2s\n",
            "[CV] END ......................................C=10, gamma=1; total time=   0.1s\n",
            "[CV] END ......................................C=10, gamma=1; total time=   0.1s\n",
            "[CV] END ......................................C=10, gamma=1; total time=   0.2s\n",
            "[CV] END ......................................C=10, gamma=1; total time=   0.1s\n",
            "[CV] END ....................................C=10, gamma=0.1; total time=   0.1s\n",
            "[CV] END ....................................C=10, gamma=0.1; total time=   0.1s\n",
            "[CV] END ....................................C=10, gamma=0.1; total time=   0.1s\n",
            "[CV] END ....................................C=10, gamma=0.1; total time=   0.1s\n",
            "[CV] END ....................................C=10, gamma=0.1; total time=   0.1s\n",
            "[CV] END ...................................C=10, gamma=0.01; total time=   0.1s\n",
            "[CV] END ...................................C=10, gamma=0.01; total time=   0.1s\n",
            "[CV] END ...................................C=10, gamma=0.01; total time=   0.1s\n",
            "[CV] END ...................................C=10, gamma=0.01; total time=   0.1s\n",
            "[CV] END ...................................C=10, gamma=0.01; total time=   0.1s\n",
            "[CV] END ..................................C=10, gamma=0.001; total time=   0.1s\n",
            "[CV] END ..................................C=10, gamma=0.001; total time=   0.1s\n",
            "[CV] END ..................................C=10, gamma=0.001; total time=   0.1s\n",
            "[CV] END ..................................C=10, gamma=0.001; total time=   0.1s\n",
            "[CV] END ..................................C=10, gamma=0.001; total time=   0.1s\n",
            "[CV] END .....................................C=100, gamma=1; total time=   1.2s\n",
            "[CV] END .....................................C=100, gamma=1; total time=   1.7s\n",
            "[CV] END .....................................C=100, gamma=1; total time=   1.9s\n",
            "[CV] END .....................................C=100, gamma=1; total time=   1.0s\n",
            "[CV] END .....................................C=100, gamma=1; total time=   0.9s\n",
            "[CV] END ...................................C=100, gamma=0.1; total time=   0.3s\n",
            "[CV] END ...................................C=100, gamma=0.1; total time=   0.2s\n",
            "[CV] END ...................................C=100, gamma=0.1; total time=   0.3s\n",
            "[CV] END ...................................C=100, gamma=0.1; total time=   0.3s\n",
            "[CV] END ...................................C=100, gamma=0.1; total time=   0.3s\n",
            "[CV] END ..................................C=100, gamma=0.01; total time=   0.1s\n",
            "[CV] END ..................................C=100, gamma=0.01; total time=   0.1s\n",
            "[CV] END ..................................C=100, gamma=0.01; total time=   0.1s\n",
            "[CV] END ..................................C=100, gamma=0.01; total time=   0.1s\n",
            "[CV] END ..................................C=100, gamma=0.01; total time=   0.1s\n",
            "[CV] END .................................C=100, gamma=0.001; total time=   0.1s\n",
            "[CV] END .................................C=100, gamma=0.001; total time=   0.1s\n",
            "[CV] END .................................C=100, gamma=0.001; total time=   0.1s\n",
            "[CV] END .................................C=100, gamma=0.001; total time=   0.1s\n",
            "[CV] END .................................C=100, gamma=0.001; total time=   0.1s\n",
            "Melhores parâmetros: {'C': 100, 'gamma': 1}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axs = plt.subplots(1, 2, figsize=(15, 7))\n",
        "\n",
        "# Plotar os pontos das espirais nos subplots correspondentes\n",
        "axs[0].scatter(x_espiral1[:, 0], x_espiral1[:, 1], label='Espiral 1')\n",
        "axs[0].scatter(x_espiral2[:, 0], x_espiral2[:, 1], label='Espiral 2')\n",
        "axs[0].set_title('Gráfico Original das Espirais')\n",
        "axs[0].set_xlabel('X')\n",
        "axs[0].set_ylabel('Y')\n",
        "axs[0].legend()\n",
        "\n",
        "y_train_pred_rbf = svm_rbf.predict(X_train_scaled)\n",
        "\n",
        "# Plotar os pontos de treinamento coloridos de acordo com as previsões no segundo subplot\n",
        "axs[1].scatter(X_train_scaled[y_train_pred_rbf == 0][:, 0], X_train_scaled[y_train_pred_rbf == 0][:, 1], marker='o', label='Previsto como Espiral 1', color='red')\n",
        "axs[1].scatter(X_train_scaled[y_train_pred_rbf == 1][:, 0], X_train_scaled[y_train_pred_rbf == 1][:, 1], marker='x', label='Previsto como Espiral 2', color='blue')\n",
        "axs[1].set_title('Resultado da Predição nos Dados de Treinamento')\n",
        "axs[1].set_xlabel('X')\n",
        "axs[1].set_ylabel('Y')\n",
        "axs[1].legend()\n",
        "\n",
        "# Adicionar linhas de decisão geradas pelos vetores de suporte\n",
        "xlim = axs[1].get_xlim()\n",
        "ylim = axs[1].get_ylim()\n",
        "xx, yy = np.meshgrid(np.linspace(xlim[0], xlim[1], 50),\n",
        "                     np.linspace(ylim[0], ylim[1], 50))\n",
        "Z = svm_rbf.decision_function(np.c_[xx.ravel(), yy.ravel()])\n",
        "Z = Z.reshape(xx.shape)\n",
        "axs[1].contour(xx, yy, Z, colors='k', levels=[-1, 0, 1], alpha=0.5,\n",
        "                linestyles=['--', '-', '--'])\n",
        "\n",
        "axs[1].set_title('Resultado da Predição nos Dados de Treinamento')\n",
        "axs[1].set_xlabel('X')\n",
        "axs[1].set_ylabel('Y')\n",
        "axs[1].legend()\n",
        "\n",
        "# Ajustar o layout\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "# Predição no conjunto de teste\n",
        "y_test_pred_rbf = svm_rbf.predict(X_test_scaled)\n",
        "\n",
        "# Matriz de confusão\n",
        "conf_matrix = confusion_matrix(y_test, y_test_pred_rbf)\n",
        "disp = ConfusionMatrixDisplay(confusion_matrix=conf_matrix, display_labels=svm_rbf.classes_)\n",
        "disp.plot(cmap=plt.cm.Blues)\n",
        "plt.title('Matriz de Confusão')\n",
        "plt.show()\n",
        "\n",
        "print(f\"Acurácia de Teste com kernel RBF: {accuracy_score(y_test, y_test_pred_rbf):.4f}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "kfcdnOuv8-p0",
        "outputId": "5e21c81d-774a-41ba-a178-3951695db26e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x700 with 2 Axes>"
            ],
            "image/png": 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bmzZt4qWXXiIhIcGoPMsXX3yBmZkZkydPJj4+nq+++opBgwZx8OBBQPt9Pz4+nqioKP1nS3e3SG4/I0LkiyKEEEUoPj5eAZQePXoYPXbv3j3lzp07+p/79+/rHxs2bJgCKFOmTDF6XlJSktGyTz75RFGpVMrVq1f1y+bOnasAyuHDhw3WHTZsmOLr66v//e+//1YAZcKECUbtajQaRVEU5fjx4wqgjBo1yuDxyZMnK4Dy999/57AHHj534sSJOa6jKIpSu3ZtxdXV1aCfOe2D7K9h1apVCqDMnj1bv0ytViutWrVSAGXu3Ln65VOnTlWyn/4BxcrKSrl06ZJ+2YkTJxRAmTNnjn5Z1vdIZ//+/Qqg/N///Z9+2c6dOxVA2blz5yNfc48ePRQbGxuD9+3MmTOKubm5UR9Nbbt9+/ZKQECA/vfVq1ebfM9zo3nz5gpg8ueVV17Rr+fs7KyMGzcuV2198803+mVpaWlK3bp1FXd3dyU9PV1RFEUJDw83en8e9b6b2geff/650bGf/T2eNWuWAih37tx5/I4QQgghipluDLd9+3blzp07SmRkpLJy5UrFzc1Nsba2ViIjI/Xrtm7dWqlVq5aSmpqqX6bRaJTGjRsrlStX1i+rU6eO0rlz50dut3nz5krz5s2NlmcfdymKduw0depU/e8zZ85UACU8PNzo+bkZw9y+fVuxsrJSOnfurB9/KoqivPfeewqgDBs2TL9s0qRJCqDs2bNHvywxMVHx9/dX/Pz8FLVaneNr1I1LX331VYPlAwcONHpNuR335QRQXnrpJeXOnTvK7du3lYMHDyqtW7c2GCPpxowBAQEG29NoNErlypWV9u3bG+yP+/fvK/7+/krbtm31y/IynvT19TXYlx999JECKKGhoUb91203IyNDSUtLM3js3r17Svny5ZWRI0fql61Zs0YBlE8++cRg3T59+igqlcpgnG2KbvyYdd+mpaUpHh4eSu/evfXLZs+erQDKwoUL9cvS09OVRo0aKQ4ODkpCQoKiKIoyceJExcnJScnMzHzkdk0BHjnenThxogIoJ06cUBRFUTIzM/O0j7766iv9sszMTKVp06ZGY2LduDk2Nla/7MSJE4qZmZkydOhQ/bLcjM1Nye1xExERoZibmyuffvqpwfNPnjypWFhYGC1/lHHjxhkdk7r3/eeffzZYvmDBAsXMzMzgc64oivLzzz8rgBIWFqZflv241p1D27RpY/D5ef311xVzc3MlLi5Ov8zU5/yVV15R7OzsDM6run4uXrxYv+zcuXMKoJiZmSkHDhzQL9+yZYvR+/nSSy8pnp6eSkxMjMG2BgwYoDg7O+v7oTsnVKtWzeCY+u677xRAOXnypH5Z586djc7NipL7z4gQ+SGlXYQQRUp3W6apWoItWrTAzc1N//PDDz8YrTN27FijZVlrRWs0GlJTU2nfvj2KonDs2LE893HVqlWoVCqmTp1q9JiuPMbGjRsBjCbVefPNNwEeeSttYmIigP5qfE4cHR31+ysrU/sgu82bN2NpacnLL7+sX2ZmZmaQ5fQ4bdq0Mcjar127Nk5OTly5ckW/zNbWVv//jIwMYmNjqVSpEi4uLrm6fTIrtVrNli1b6NGjBxUrVtQvr1atGu3btzdaP+u24+PjiYmJoXnz5ly5coX4+HjgYT389evXk5GRkaf+gPa2yG3bthn9ZM2QcHFx4eDBg9y4ceORbVlYWPDKK6/of7eysuKVV17h9u3b/Pvvv4/ti6n3Pes+SE5OJiYmhsaNGz/22Nftl7/++qtYJtoVQggh8qNNmza4ubnh4+NDnz59sLe3Z+3atXh7ewNw9+5d/v77b/r160diYiIxMTHExMQQGxtL+/btuXjxItevXwe0fwtPnz7NxYsXn/jryM0YZvv27aSnp/Paa68ZlGczNYnexo0badiwIU2aNNEvc3BwYPTo0URERHDmzJkc+6Ib006YMMFguantFMa4748//sDNzQ13d3deeOEFfamJ7NsbNmyYwfaOHz/OxYsXGThwILGxsfr3Njk5mdatW/PPP/+g0WjyPJ7MbtWqVdSpU8dkFr/ufbCwsMDKygrQfve4e/cumZmZPP/88wb7YePGjZibmxvt2zfffBNFUdi0adNj++Pg4GBQP9vKyoqGDRsajMc3btyIh4cHISEh+mWWlpZMmDCBpKQkdu/eDWiP+eTkZIPyRYVF991O9z3H3Nw81/vIwsLCYJxrbm7Oa6+9ZtB+dHQ0x48fZ/jw4bi6uuqX165dm7Zt2+qPY93rzM3YPKu8HDehoaFoNBr69eunPw5jYmLw8PCgcuXKJsvX5JW1tTUjRowwWLZixQqqVatG1apVDbbbqlUrgFxtd/To0Qbnk6ZNm6JWq7l69ap+WdbPne482rRpU+7fv8+5c+cM2nNwcGDAgAH636tUqYKLiwvVqlUzuPtc93/dcasoCqtWraJr164oimLwetq3b098fLzROWXEiBH6Y0rX96xtPkpuPyNC5IcE0oUQRUoXPE5KSjJ67JdffmHbtm0sXLjQ5HMtLCz0X5SyunHjBq+++io+Pj5YWVlha2tLgwYNAPRfRvLi8uXLeHl5GQzSsrt69SpmZmZGt6F6eHjg4uJiMBjJTrcPdAPNnCQmJhoF23PaB6b65+npaXSLbfb+PkrWQaROmTJluHfvnv73lJQUPvroI33dx3LlyuHm5kZcXFye9/2dO3dISUmhcuXKRo9VqVLFaFlYWBht2rTR10h0c3PT1w/Ubbt58+b07t2b6dOnU65cObp3787cuXNzVccetBdp2rRpY/RTtWpV/TpfffUVp06dwsfHh4YNGzJt2jSTAzovLy+jCUKDgoIAHltbNKf3/dq1a/ovFA4ODri5udG8eXODfWBK//79CQ4OZtSoUZQvX54BAwawfPlyCaoLIYR4qv3www9s27aNlStX0qlTJ2JiYgwm1bt06RKKovDhhx8aJGe4ubnpEyR0k89//PHHxMXFERQURK1atXjrrbf477//nsjryM0YRjeWzD4ucnNzM5qI/urVqybHStWqVTNoyxTdmDZ7yUNT7RXGuK979+5s27aN7du3c/DgQWJiYvjmm2+MJhLNXv5Qd8Fj2LBhRu/t77//TlpaGvHx8XkeT2Z3+fJlatas+dj15s+fT+3atfX19d3c3NiwYYPBfrh69SpeXl5G4/ncvC863t7eRvPcZB+PX716lcqVKxvtw+zbefXVVwkKCqJjx454e3szcuRIo/mP8kv33S7ra83tPvL09DRKssr+XuleQ07Hue6iCuR+bJ5VXo6bixcvoigKlStXNjoWz549qz/HFESFChUMgsa67Z4+fdpom7rvE7nZbvbvd7pzSdbj6fTp0/Ts2RNnZ2ecnJxwc3PTX8zJ/jk3dXw6OzsbzHWmW5Z1O3fu3CEuLo5ff/3V6PXoLiBkfz256XtOcvsZESI/pEa6EKJIOTs74+npyalTp4we012pzimoaG1tbfTHT6PR0LZtW2JjY3n//fepXr069vb2REZG0q9fvyIPDGYfOORGpUqVsLCweOSXtbS0NM6fP6+vx65jah8UFXNzc5PLlSyTI7322mvMnTuXSZMm0ahRI5ydnVGpVAwYMKBI9/3ly5dp3bo1VatW5dtvv9VfRNm4cSOzZs3Sb1ulUrFy5UoOHDjAunXr2LJlCyNHjuSbb77hwIEDJu+MyKt+/frRtGlTVq9ezdatW5k5cyZffvkloaGh+tqVBWXqfVer1bRt25a7d+/yzjvvULVqVezt7bl+/TrDhw9/5P63tbXln3/+YefOnWzYsIHNmzezbNkyWrVqxdatW3N874UQQoji1LBhQ/3YqEePHjRp0oSBAwdy/vx5HBwc9H/7Jk+enGP2sS6poFmzZly+fJm//vqLrVu38vvvvzNr1ix+/vlnRo0aBWjHEVnHPTrZJ93Li9yOYZ5GhTHu8/b2pk2bNo9dL2tWLKBvf+bMmfr62tk5ODjkOlmiIBYuXMjw4cPp0aMHb731Fu7u7pibm/P5558bTXxbULkZj+eWu7s7x48fZ8uWLWzatIlNmzYxd+5chg4dWuBJF0+dOoW5ubn+AsiT3EfZFfXYXKPRoFKp2LRpk8n3pzC+X2Q//nXbrVWrFt9++63J52QPXpvyuOMpLi6O5s2b4+TkxMcff0xgYCA2NjYcPXqUd955x+hznlN7j9uOrp3BgwfnOIdX7dq189SmEMVFAulCiCLXuXNnfv/9dw4dOqSfFCi/Tp48yZkzZ1i4cCGDBg3SLzdVEiW3AgMD2bJlC3fv3s0xK93X1xeNRsPFixf1V7JBO2lKXFwcvr6+ObZvb29Py5Yt+fvvv7l69arJdZcvX05aWhpdunTJ12vw9fVl586d3L9/3yArPevM5oVh5cqVDBs2jG+++Ua/LDU1lbi4uDy35ebmhq2trclbrM+fP2/w+7p160hLS2Pt2rUG2Qk53dL44osv8uKLL/Lpp5+yePFiBg0axNKlS/VflAvK09OTV199lVdffZXbt29Tr149Pv30U4PB+o0bN0hOTjbISr9w4QKAwYzyuXXy5EkuXLjA/PnzGTp0qH55bm/XNTMzo3Xr1rRu3Zpvv/2Wzz77jPfff5+dO3fm6guuEEIIUZx0QbmWLVvyv//9jylTphAQEABob9nPzd8yV1dXRowYwYgRI0hKSqJZs2ZMmzZNPz4oU6aMyUzW3GQv5pRskdsxjG58ePHiRf3rAm0mZ/YMTF9fX6OxEqAvw/CocaluTHv58mWDzFtT7RXmuC+vdBnzTk5Oj3xv8zKezGk7phJ+slq5ciUBAQGEhoYavM/Zy0L6+vqyfft2o7tMc/O+5IWvry///fcfGo3GIPHC1HasrKzo2rUrXbt2RaPR8Oqrr/LLL7/w4Ycf5unO1ayuXbvG7t27adSokf515mUf7dixg6SkJIMAdPb3SvcacjrOy5UrZzDGzs3YPKu8HDeBgYEoioK/v78+G/xJCAwM5MSJE7Ru3TpfyVy5sWvXLmJjYwkNDaVZs2b65eHh4YW6HTc3NxwdHVGr1YX6vSOn/ZKXz4gQeSWlXYQQRe7tt9/Gzs6OkSNHcuvWLaPH83JVWffHMmv9a41Go5+pOz969+6NoihMnz49x7516tQJgNmzZxs8rssQ6Ny58yO38cEHH6AoCsOHDyclJcXgsfDwcN5++208PT0NamrnRfv27cnIyOC3337TL9NoNCbrzheEubm50fs1Z86cfGVqmZub0759e9asWcO1a9f0y8+ePcuWLVuM1gXDYyU+Pp65c+carHfv3j2j/umymAojY0mtVhvd4uju7o6Xl5dR+5mZmfzyyy/639PT0/nll19wc3Ojfv36ed62qX2gKArffffdY5979+5do2WFuV+EEEKIJ6FFixY0bNiQ2bNnk5qairu7Oy1atOCXX34hOjraaP07d+7o/x8bG2vwmIODA5UqVTL4OxgYGMi5c+cMnnfixAnCwsIe2zddUC97kDm3Y5g2bdpgaWnJnDlzDNbNPvYE7bj00KFD7N+/X78sOTmZX3/9FT8/P6pXr55jP3WBxe+//95guantFOa4L6/q169PYGAgX3/9tckSkbr3KC/jSVN69+7NiRMnWL16tdFjutdu6j08ePCgwf4H7fuiVqv53//+Z7B81qxZqFSqQrtzsVOnTty8eZNly5bpl2VmZjJnzhwcHBz0Zf+yH/NmZmb6rN/8jv/u3r1LSEgIarWa999/X788L/soMzOTn376Sb9MrVYzZ84cg/U8PT2pW7cu8+fPN/hMnTp1iq1bt+q/m+VlbJ5VXo6bXr16YW5uzvTp040+D4qiGO3nwtKvXz+uX79u8P1OJyUlRV/apiBMvW/p6en8+OOPBW47+3Z69+7NqlWrTF64ynrOzQt7e3uTZaZy+xkRIj8kI10IUeQqV67M4sWLCQkJoUqVKgwaNIg6deqgKArh4eEsXrwYMzOzXNUCr1atGgEBAUyePJkbN27g6OjIqlWrCpSR3rJlS4YMGcL333/PxYsX6dChAxqNhj179tCyZUvGjx9PnTp1GDZsGL/++qv+FrhDhw4xf/58evToQcuWLR+5jWbNmvH111/zxhtvULt2bYYPH46npyfnzp3jt99+Q6PRsHHjRqMamLnVo0cPGjZsyJtvvsmlS5eoWrUqa9eu1QdQCyuLoUuXLixYsABnZ2eqV6/O/v372b59O2XLls1Xe9OnT2fz5s00bdqUV199VT/AqVGjhkEpnHbt2ukzal555RWSkpL47bffcHd3N/jiPH/+fH788Ud69uxJYGAgiYmJ/Pbbbzg5OekH3I8SHx+fY83+wYMHk5iYiLe3N3369KFOnTo4ODiwfft2Dh8+bJCtBdoa6V9++SUREREEBQWxbNkyjh8/zq+//oqlpWWe91XVqlUJDAxk8uTJXL9+HScnJ1atWpWrOoEff/wx//zzD507d8bX15fbt2/z448/4u3tbTBRmRBCCPG0e+utt+jbty/z5s1jzJgx/PDDDzRp0oRatWrx8ssvExAQwK1bt9i/fz9RUVGcOHECgOrVq9OiRQvq16+Pq6srR44cYeXKlYwfP17f9siRI/n2229p3749L730Erdv3+bnn3+mRo0ajx1r6i6Sv//++wwYMABLS0u6du2a6zGMm5sbkydP5vPPP6dLly506tSJY8eOsWnTJsqVK2ewrSlTprBkyRI6duzIhAkTcHV1Zf78+YSHh7Nq1apHlgWsW7cuISEh/Pjjj8THx9O4cWN27Nhh8i7Gwh735YWZmRm///47HTt2pEaNGowYMYIKFSpw/fp1du7ciZOTE+vWrQNyP5405a233mLlypX07duXkSNHUr9+fe7evcvatWv5+eefqVOnDl26dCE0NJSePXvSuXNnwsPD+fnnn6levbpBkL9r1660bNmS999/n4iICOrUqcPWrVv566+/mDRpklFd+vwaPXo0v/zyC8OHD+fff//Fz8+PlStXEhYWxuzZs/VZ4qNGjeLu3bu0atUKb29vrl69ypw5c6hbt67BHbY5uXDhAgsXLkRRFBISEjhx4gQrVqwgKSmJb7/9lg4dOujXzcs+Cg4OZsqUKURERFC9enVCQ0NNBkNnzpxJx44dadSoES+99BIpKSnMmTMHZ2dnpk2bBpCnsXl2uT1uAgMD+eSTT3j33XeJiIigR48eODo6Eh4ezurVqxk9ejSTJ09+7P7MqyFDhrB8+XLGjBnDzp07CQ4ORq1Wc+7cOZYvX86WLVuMyoLmVePGjSlTpgzDhg1jwoQJqFQqFixYUCTlU7744gt27tzJCy+8wMsvv0z16tW5e/cuR48eZfv27SYTfx6nfv36LFu2jDfeeIMGDRrg4OBA165dc/0ZESJfFCGEeEIuXbqkjB07VqlUqZJiY2Oj2NraKlWrVlXGjBmjHD9+3GDdYcOGKfb29ibbOXXqlNKqVSvFwcFBcXNzU8aMGaOcPHlSAZS5c+fq15s7d64CKIcPHzZq29fX12BZZmamMnPmTKVq1aqKlZWV4ubmpnTs2FH5999/9etkZGQo06dPV/z9/RVLS0vFx8dHeffdd5XU1NRc74N//vlH6d69u1KuXDnF0tJSqVixovLyyy8rERERRus+ah+Yeg137txRBg4cqDg6OirOzs7K8OHDlbCwMAVQli5dql9v6tSpSvbTP6CMGzfOaDu+vr7KsGHD9L/fu3dPGTFihFKuXDnFwcFBad++vXLu3Dmj9Xbu3KkAys6dOx+7T3bv3q3Ur19fsbKyUgICApSff/7ZZB/Xrl2r1K5dW7GxsVH8/PyUL7/8Uvnzzz8VQAkPD1cURVGOHj2qhISEKBUrVlSsra0Vd3d3pUuXLsqRI0ce24/mzZsrQI4/iqIoaWlpyltvvaXUqVNHcXR0VOzt7ZU6deooP/74o1FbNWrUUI4cOaI0atRIsbGxUXx9fZX//e9/BuuFh4cbHbePet/PnDmjtGnTRnFwcFDKlSunvPzyy8qJEyeM2si+/3bs2KF0795d8fLyUqysrBQvLy8lJCREuXDhwmP3ixBCCPGk5TSGUxRFUavVSmBgoBIYGKhkZmYqiqIoly9fVoYOHap4eHgolpaWSoUKFZQuXbooK1eu1D/vk08+URo2bKi4uLjox6Cffvqpkp6ebtD+woULlYCAAMXKykqpW7eusmXLFpPjLkCZOnWqwbIZM2YoFSpUUMzMzAzGJ7kZw+he2/Tp0xVPT0/F1tZWadGihXLq1CmjcZbuNffp00dxcXFRbGxslIYNGyrr16/P1f5NSUlRJkyYoJQtW1axt7dXunbtqkRGRhq9ptyO+3KS0/gyK92YccWKFSYfP3bsmNKrVy+lbNmyirW1teLr66v069dP2bFjh8F6uR1Pmup7bGysMn78eKVChQoKoLi4uCjDhg1TYmJiFEVRFI1Go3z22WeKr6+vYm1trTz33HPK+vXrTR4XiYmJyuuvv654eXkplpaWSuXKlZWZM2cqGo3msftLN37MztR2bt26pX9vrKyslFq1ahmMBRVFUVauXKm0a9dOcXd3V6ysrJSKFSsqr7zyihIdHf3YvmQdA5uZmSkuLi7Kc889p0ycOFE5ffq00fp52UexsbHKkCFDFCcnJ8XZ2VkZMmSIcuzYMaPxrKIoyvbt25Xg4GDF1tZWcXJyUrp27aqcOXNG/3hux+Y5ye1xoyiKsmrVKqVJkyaKvb29Ym9vr1StWlUZN26ccv78+VxtS1EUZdy4cUZt5/S+K4qipKenK19++aVSo0YNxdraWilTpoxSv359Zfr06Up8fLx+vezHdU7nUFPf0cLCwpQXX3xRsbW1Vby8vJS3335b2bJli9F6OfXT19dX6dy5s9FyU5//W7duKePGjVN8fHwUS0tLxcPDQ2ndurXy66+/GvUx+znB1PempKQkZeDAgYqLi4sCGBxrufmMCJEfKkWRSv1CCFFSrVmzhp49e7J3716Cg4OLuzulRosWLYiJiXlszU0hhBBCCPH0+OSTT7h//z6fffZZcXdFCCHEU0hqpAshRAmRvfa6rt6gk5MT9erVK6ZeCSGEEEII8Wzo2rVrjmX+hBBCCKmRLoQQJcRrr71GSkoKjRo1Ii0tjdDQUPbt28dnn32Gra1tcXdPCCGEEEKIp1JYWBj//fcfR44cMTm5qRBCCAESSBdCiBKjVatWfPPNN6xfv57U1FQqVarEnDlzDCbREkIIIYQQQhiKi4tjypQpmJmZ8emnnxZ3d4QQQjylpEa6EEIIIYQQQgghhBBCCPEIUiNdCCGEEEIIIYQQQgghhHgECaQLIYQQQgghhBBCCCGEEI8ggXQhhBBCCCGEEEIIIYQQ4hFK1WSjGo2GGzdu4OjoiEqlKu7uCCGEEEKIUkZRFBITE/Hy8sLMTHJaZHwuhBBCCCGKU17G56UqkH7jxg18fHyKuxtCCCGEEKKUi4yMxNvbu7i7UexkfC6EEEIIIZ4GuRmfl6pAuqOjI6DdMU5OTsXcGyGEEEIIUdokJCTg4+OjH5eWdjI+F0IIIYQQxSkv4/NSFUjX3S7q5OQkA3UhhBBCCFFspIyJlozPhRBCCCHE0yA343MpzCiEEEIIIYQQQgghhBBCPIIE0oUQQgghhBBCCCGEEEKIR5BAuhBCCCGEEEIIIYQQQgjxCKWqRroQQgghxLNKrVaTkZFR3N0Qj2FpaYm5uXlxd6NE0Wg0pKenF3c3hHhmyXlJCCGEKBwSSBdCCCGEeIopisLNmzeJi4sr7q6IXHJxccHDw0MmFC0E6enphIeHo9FoirsrQjzT5LwkhBBCFJwE0oUQQgghnmK6ILq7uzt2dnYSBHmKKYrC/fv3uX37NgCenp7F3KNnm6IoREdHY25ujo+PD2ZmUpVSiLyS85IQQghReCSQLoQQQgjxlFKr1fogetmyZYu7OyIXbG1tAbh9+zbu7u5STqEAMjMzuX//Pl5eXtjZ2RV3d4R4Zsl5SQghhCgcktYhhBBCCPGU0tVElyDis0X3fklN+4JRq9UAWFlZFXNPhHj2yXlJCCGEKDgJpAshhBBCPOWknMuzRd6vwiX7U4iCk8+REEIIUXASSBdCCCGEEM8clUrFmjVrCtxOixYtmDRpUoHbEaK4zZs3DxcXl+LuRqlWWOeTadOmUbdu3QK3I4QQQojCJYF0IYQQQghRqIYPH45KpTL66dChQ6FtIzo6mo4dOxZae4/azsCBAwkKCsLMzEyC7uKxsh7/VlZWVKpUiY8//pjMzMwi3W7//v25cOFCrtYtjUH3efPmmTwv2djYFNo2QkNDmTFjRqG19ygTJkygfv36WFtbS9BdCCGEeEJkslEhhBBCCFHoOnTowNy5cw2WWVtbF1r7Hh4ej3w8IyMDS0vLAm8nLS0NNzc3PvjgA2bNmlXg9kTpoDv+09LS2LhxI+PGjcPS0pJ3333XaN309PRCqQNva2urn1RSmObk5MT58+cNlhVmyRNXV9dHPl5Y77XOyJEjOXjwIP/991+htSmEEEKInElGuhBCCCFECafWKOy/HMtfx6+z/3Isao1S5Nu0trbGw8PD4KdMmTIAKIrCtGnTqFixItbW1nh5eTFhwgT9c/38/JgxYwYhISHY29tToUIFfvjhB4P2s5Z2iYiIQKVSsWzZMpo3b46NjQ2LFi0iNjaWkJAQKlSogJ2dHbVq1WLJkiV5eh1+fn589913DB06FGdn54LtFFE81GrYtQuWLNH++2AS06KkO/59fX0ZO3Ysbdq0Ye3atYA2Y71Hjx58+umneHl5UaVKFQAiIyPp168fLi4uuLq60r17dyIiIgDYunUrNjY2xMXFGWxn4sSJtGrVCjDOMj9x4gQtW7bE0dERJycn6tevz5EjR9i1axcjRowgPj5en5U9bdo0AO7du8fQoUMpU6YMdnZ2dOzYkYsXLz7ytcbFxfHKK69Qvnx5bGxsqFmzJuvXr9c/vmrVKmrUqIG1tTV+fn588803Bs/38/Pjk08+YejQoTg4OODr68vatWu5c+cO3bt3x8HBgdq1a3PkyBGD5z2uXVNUKpXReal8+fL6x1euXEmtWrWwtbWlbNmytGnThuTkZODh+zZ9+nTc3NxwcnJizJgxpKen65+fvbSL7lw2dOhQnJycGD16NADvvPMOQUFB2NnZERAQwIcffpjnSUC///57xo0bR0BAQJ6eJ4QQQoj8k0C6EEIIIUQJtvlUNE2+/JuQ3w4wcelxQn47QJMv/2bzqehi69OqVauYNWsWv/zyCxcvXmTNmjXUqlXLYJ2ZM2dSp04djh07xpQpU5g4cSLbtm17ZLu69c6ePUv79u1JTU2lfv36bNiwgVOnTjF69GiGDBnCoUOHivLliadJaCj4+UHLljBwoPZfPz/t8ifI1tbWIOC6Y8cOzp8/z7Zt21i/fj0ZGRm0b98eR0dH9uzZQ1hYGA4ODnTo0IH09HRat26Ni4sLq1at0rehVqtZtmwZgwYNMrnNQYMG4e3tzeHDh/n333+ZMmUKlpaWNG7cmNmzZ+Pk5ER0dDTR0dFMnjwZ0AaLjxw5wtq1a9m/fz+KotCpU6ccg7wajYaOHTsSFhbGwoULOXPmDF988QXm5uYA/Pvvv/Tr148BAwZw8uRJpk2bxocffsi8efMM2pk1axbBwcEcO3aMzp07M2TIEIYOHcrgwYM5evQogYGBDB06FEVR8tRuXkRHRxMSEsLIkSM5e/Ysu3btolevXvptgvZ90z22ZMkSQkNDmT59+iPb/frrr/Xnsg8//BAAR0dH5s2bx5kzZ/juu+/47bff5I4XIYQQ4hkgpV2EEEIIIUqozaeiGbvwKNnzz2/GpzJ24VF+GlyPDjU9i2Tb69evx8HBwWDZe++9x3vvvce1a9fw8PCgTZs2WFpaUrFiRRo2bGiwbnBwMFOmTAEgKCiIsLAwZs2aRdu2bXPc5qRJk+jVq5fBMl2AEOC1115jy5YtLF++3Gh7ogQKDYU+fUDJ9gm4fl27fOVKyHa8FDZFUdixYwdbtmzhtdde0y+3t7fn999/15f5WLhwIRqNht9//11famTu3Lm4uLiwa9cu2rVrx4ABA1i8eDEvvfQSoA3qxsXF0bt3b5PbvnbtGm+99RZVq1YFoHLlyvrHnJ2d9dnZOhcvXmTt2rWEhYXRuHFjABYtWoSPjw9r1qyhb9++RtvYvn07hw4d4uzZswQFBQEYZEh/++23tG7dWh9ADgoK4syZM8ycOZPhw4fr1+vUqROvvPIKAB999BE//fQTDRo00G/znXfeoVGjRty6dQsPD49ct5tdfHy80XmpadOmbNq0iejoaDIzM+nVqxe+vr4ARhf4rKys+PPPP7Gzs6NGjRp8/PHHvPXWW8yYMQMzM9M5aq1ateLNN980WPbBBx/o/+/n58fkyZNZunQpb7/9do59F0IIIUTxk4x0IYQQQogSSK1RmL7ujFEQHdAvm77uTJGVeWnZsiXHjx83+BkzZgwAffv2JSUlhYCAAF5++WVWr15tNBFjo0aNjH4/e/bsI7f5/PPPG/yuVquZMWMGtWrVwtXVFQcHB7Zs2cK1a9cK4RWKp5paDRMnGgfR4eGySZOKrMyL7kKSjY0NHTt2pH///vryKaAN0GatlX3ixAkuXbqEo6MjDg4OODg44OrqSmpqKpcvXwa0Gea7du3ixo0bgDbI3blz5xwnDX3jjTcYNWoUbdq04YsvvtC3k5OzZ89iYWHBCy+8oF9WtmxZqlSpkuNn7/jx43h7e+uD6KbaDA4ONlgWHBzMxYsXUWfZ97Vr19b/X1dqJWsQW7fs9u3beWo3O0dHR6Pz0u+//w5AnTp1aN26NbVq1aJv37789ttv3Lt3z+D5derUwc7OTv97o0aNSEpKIjIyMsdtZj8vASxbtozg4GA8PDxwcHDggw8+kPOSEEII8QyQQLoQQgghRAl0KPwu0fGpOT6uANHxqRwKv1sk27e3t6dSpUoGP7qJ+Hx8fDh//jw//vgjtra2vPrqqzRr1izPNYJNbTOrmTNn8t133/HOO++wc+dOjh8/Tvv27Q1KbIgSas8eiIrK+XFFgchI7XpFQHch6eLFi6SkpDB//nyD4zP7sZqUlET9+vWNgrwXLlxg4MCBADRo0IDAwECWLl1KSkoKq1evzrGsC8C0adM4ffo0nTt35u+//6Z69eqsXr26UF9nYU1umnViYF1GvqllGo2mQNsxMzMzOi9VqFABAHNzc7Zt28amTZuoXr06c+bMoUqVKoSHhxdom9nf6/379zNo0CA6derE+vXrOXbsGO+//76cl4QQQohngATShRBCCCFKoNuJOQfR87NeYbO1taVr1658//337Nq1i/3793Py5En94wcOHDBY/8CBA1SrVi1P2wgLC6N79+4MHjyYOnXqEBAQwIULFwql/+IpF53LOQByu14e6S4kVaxYEQuLx1fTrFevHhcvXsTd3d0o0Jt1kttBgwaxaNEi1q1bh5mZGZ07d35ku0FBQbz++uts3bqVXr16MXfuXEBboiR75na1atXIzMzk4MGD+mWxsbGcP3+e6tWrm2y/du3aREVF5fi5qlatGmFhYQbLwsLCCAoK0tdRz4+ialelUhEcHMz06dM5duwYVlZWBhcfTpw4QUpKiv73AwcO4ODggI+PT663sW/fPnx9fXn//fd5/vnnqVy5MlevXs13n4UQQgjx5EggXQghhBCiBHJ3tCnU9fIqLS2NmzdvGvzExMQAMG/ePP744w9OnTrFlStXWLhwIba2tvq6xKANin311VdcuHCBH374gRUrVjBx4sQ89aFy5cps27aNffv2cfbsWV555RVu3bqV59eiyw5OSkrizp07HD9+nDNnzuS5HfEEeeay9n9u1ytigwYNoly5cnTv3p09e/YQHh7Orl27mDBhAlFZMusHDRrE0aNH+fTTT+nTpw/W1tYm20tJSWH8+PHs2rWLq1evEhYWxuHDh/UXo/z8/EhKSmLHjh3ExMRw//59KleuTPfu3Xn55ZfZu3cvJ06cYPDgwVSoUIHu3bub3E7z5s1p1qwZvXv3Ztu2bYSHh7Np0yY2b94MwJtvvsmOHTuYMWMGFy5cYP78+fzvf/8zmLsgP/LbrqIoRuelmzdvotFoOHjwIJ999hlHjhzh2rVrhIaGcufOHYMLeOnp6bz00kucOXOGjRs3MnXqVMaPH59jfXRTKleuzLVr11i6dCmXL1/m+++/z9edApcuXeL48ePcvHmTlJQU/XlKMtuFEEKIoiOTjQohhBClmUYNV/dB0i1wKA++jcEs/9l84unR0N8VT2cbbsanmqyTrgI8nG1o6O9aJNvfvHkzntmClFWqVOHcuXO4uLjwxRdf8MYbb6BWq6lVqxbr1q2jbNmy+nXffPNNjhw5wvTp03FycuLbb7+lffv2eerDBx98wJUrV2jfvj12dnaMHj2aHj16EB8fn6d2nnvuOf3///33XxYvXoyvry8RERF5akc8QU2bgre3dmJRU3XSVSrt402bPvm+mWBnZ8c///zDO++8Q69evUhMTKRChQq0bt0aJycn/XqVKlWiYcOGHDp0iNmzZ+fYnrm5ObGxsQwdOpRbt25Rrlw5evXqxfTp0wFo3LgxY8aMoX///sTGxjJ16lSmTZvG3LlzmThxIl26dCE9PZ1mzZqxceNGgzIr2a1atYrJkycTEhJCcnIylSpV4osvvgC0mfbLly/no48+YsaMGXh6evLxxx8/ckLQ3MhvuwkJCUbnJYDo6GicnJz4559/mD17NgkJCfj6+vLNN9/QsWNH/XqtW7emcuXKNGvWjLS0NEJCQgxq3+dGt27deP311xk/fjxpaWl07tyZDz/8MM/tjBo1it27d+t/152nwsPD8fPzy1NbQoinW3w8JCZq/2xlFxUFjo6Q5eYlIUQRUimKqZFlyZSQkICzszPx8fEGA1IhhBCiVDqzFja/Awk3Hi5z8oIOX0L1bsXXL6GXmppKeHg4/v7+2NjkPXN886loxi48CmAQTFc9+PenwfXoUPPpyMjNys/Pj0mTJjFp0qTi7kq+POp9k/GooUftj4Ie/4SGQp8+2v9n/crzoN42K1dCr1757LkobYYPH05cXBxr1qwp7q7kS4E/T0KIYhEfDx06wO3bsGsXZK0kFRkJLVqAuzts3izBdCHyKy/jcyntIoQQQpRGZ9bC8qGGQXSAhGjt8jNri6dfolB1qOnJT4Pr4eFsGDTxcLZ5aoPoQhSaXr20wfIHk0nqeXtLEF0IIcQzITFRG0S/ckUbNI+M1C7XBdGvXNE+nphYnL0UovSQ0i5CCCFEaaNRazPRTRb8UAAVbJ4C1k5wP0ZKvjzjOtT0pG11Dw6F3+V2YirujtpyLuZmqsc/WYhnXa9e0L077NmjnVjU01NbzqUAE1IKIYQQT4q3tzYTXRc0b9ECFiyAIUO0v/v5wZIlUvZFiCdFAulCCCFEaXN1n3EmugEFEq7DgiyTy0nJl2eauZmKRoFlH7/iU0Jqj4tCZW6ujTwIUQDz5s0r7i4IIUopHx/DYHpwsHa5nx+UKQMhIVL2RYgnRUq7CCGEEKVN0q28P0dKvgghhBBCCFEsfHy0mehZzZqlraEuZV+EeHIkkC6EEEKUNg7l8/GkB2VgNk+BzHQI3wMnV2r/1agLtXtCCCGEEEKIhyIjteVcsnrzTVi8GAICHgbT9+17GEQPCNBmqpsq+yKEyB8p7SKEEEKUNr6NtaVaEqIxXSc9Jw9KvnxbFe7HPlwsZV+EEEIIIYQoElkzzAMCDGukDxyoDaYPHGhY9kUXRM9a7kUIUXCSkS6EEEKUNmbm2sA3APmYcDJrEB2k7IsQQgghhBBFICrKOMO8cWPtv7pM9IED4ZtvDJ+3YIEE0YUoChJIF0IIIUqj6t2g3/+Bk2chNJal7MvlXVLyRQghhBBCiELg6KidMDR7hrluAtKAAHBxgddfN3zekCEPa6ZnFR+vDc6bEhWlfVwIkTMp7SKEEEKUVtW7QdXOcHWfdgJSezdY/Qok3iRvJV9AX/ZlQfeHi6TkixBCCCGEEPnm7AybN2snDM1e69zHB5Ysgf79ISLCuOxLixaGwff4eOjQQTsBafayL7ryMe7u2u05Oz+RlyfEM0cy0oUQQojSzMwc/JtCrT4Q0Bw6fvXggXyUfMlOSr6IIqRSqVizZk2B22nRogWTJk0qcDtCFLd58+bh4uJS3N0o1QrrfDJt2jTq1q1b4HaEECWDs7PpCUOjoiAk5GEQ3VTZlxYtHmagJyZqg+i65bqM9aw12G/f1q4nhDBNAulCCCGEeCinki925fLRmJR8Ka2GDx+OSqUy+unQoUOhbSM6OpqOHTsWWns5CQ0NpW3btri5ueHk5ESjRo3YsmVLkW9XPLuyHv9WVlZUqlSJjz/+mMzMzCLdbv/+/blw4UKu1i2NQfd58+aZPC/Z2NgU2jZCQ0OZMWNGobWXkxMnThASEoKPjw+2trZUq1aN7777rsi3K4R4uuSm7Iu7u3Y90AbjswfZ9+0zrsFuKmgvhNCS0i5CCCGEMJS95ItDefB5Ab6vo80yz1PZFyn5Ulp16NCBuXPnGiyztrYutPY9PDwe+XhGRgaWlpYF3s4///xD27Zt+eyzz3BxcWHu3Ll07dqVgwcP8txzzxW4fVEy6Y7/tLQ0Nm7cyLhx47C0tOTdd981Wjc9PR0rK6sCb9PW1hZbW9sCt1OSOTk5cf78eYNlKlUh3IH1gKur6yMfL6z3+t9//8Xd3Z2FCxfi4+PDvn37GD16NObm5owfP77A7Qshng2PK/uye7c2iJ61TIsuyK4LngcHa5f7+WnLxJiaoDQqyrgdIUoryUgXQgghhLGsJV/8m4KFlTb4DRS47IuUfHnyNGrt3QBP8K4Aa2trPDw8DH7KlCkDgKIoTJs2jYoVK2JtbY2XlxcTJkzQP9fPz48ZM2YQEhKCvb09FSpU4IcffjBoP2tpl4iICFQqFcuWLaN58+bY2NiwaNEiYmNjCQkJoUKFCtjZ2VGrVi2WLFmSp9cxe/Zs3n77bRo0aEDlypX57LPPqFy5MuvWrSvYDhJFrjgnVNMd/76+vowdO5Y2bdqwdq32nDd8+HB69OjBp59+ipeXF1WqVAEgMjKSfv364eLigqurK927dyciIgKArVu3YmNjQ1xcnMF2Jk6cSKtWrQDjLPMTJ07QsmVLHB0dcXJyon79+hw5coRdu3YxYsQI4uPj9VnZ06ZNA+DevXsMHTqUMmXKYGdnR8eOHbl48eIjX2tcXByvvPIK5cuXx8bGhpo1a7J+/Xr946tWraJGjRpYW1vj5+fHN998Y/B8Pz8/PvnkE4YOHYqDgwO+vr6sXbuWO3fu0L17dxwcHKhduzZHjhwxeN7j2jVFpVIZnZfKly+vf3zlypXUqlULW1tbypYtS5s2bUhOTgYevm/Tp0/X36EyZswY0tPT9c/PXtpFdy4bOnQoTk5OjB49GoB33nmHoKAg7OzsCAgI4MMPPyQjI+Ox/dcZOXIk3333Hc2bNycgIIDBgwczYsQIQkNDc92GEKJkyFr2Ra1WG9z95O1tOvjt46OtpZ6Vvb22TEz2CUojI6F5c21tdZmIVAgJpAshhBAit3Iq+5JnDzLa178O/y2Xci9F7cxamF0T5neBVS9p/51ds1gvZKxatYpZs2bxyy+/cPHiRdasWUOtWrUM1pk5cyZ16tTh2LFjTJkyhYkTJ7Jt27ZHtqtb7+zZs7Rv357U1FTq16/Phg0bOHXqFKNHj2bIkCEcOnQo333XaDQkJiY+NvNUFC/dhGrNmz8dQQFbW1uDgOuOHTs4f/4827ZtY/369WRkZNC+fXscHR3Zs2cPYWFhODg40KFDB9LT02ndujUuLi6sWrVK34ZarWbZsmUMGjTI5DYHDRqEt7c3hw8f5t9//2XKlClYWlrSuHFjZs+ejZOTE9HR0URHRzN58mRAGyw+cuQIa9euZf/+/SiKQqdOnXIM8mo0Gjp27EhYWBgLFy7kzJkzfPHFF5ibmwPazOl+/foxYMAATp48ybRp0/jwww+ZN2+eQTuzZs0iODiYY8eO0blzZ4YMGcLQoUMZPHgwR48eJTAwkKFDh6IoSp7azYvo6GhCQkIYOXIkZ8+eZdeuXfTq1Uu/TdC+b7rHlixZQmhoKNOnT39ku19//bX+XPbhhx8C4OjoyLx58zhz5gzfffcdv/32G7Nmzcp33wHi4+PlvCREKaIoCrGxsfz3339s3LiRX3/9lc8++4xNmzbp18nMzOTUqVPcvn0btfrhWDsyUjshaVbnz0vtdCFyQ0q7CCGEECL3spd9sXeD1a9A4k3yXPLlfgyEvqz9Vcq9FI0za7XZ/9nfG91dAf3+r8j2+fr163FwcDBY9t577/Hee+9x7do1PDw8aNOmDZaWllSsWJGGDRsarBscHMyUKVMACAoKIiwsjFmzZtG2bdsctzlp0iR69eplsEwXIAR47bXX2LJlC8uXLzfaXm59/fXXJCUl0a9fv3w9XzwZ2SdU09WOzRoU0K1XlLeqK4rCjh072LJlC6+99pp+ub29Pb///ru+zMfChQvRaDT8/vvv+lIjc+fOxcXFhV27dtGuXTsGDBjA4sWLeemllwBtUDcuLo7evXub3Pa1a9d46623qFq1KgCVK1fWP+bs7KzPzta5ePEia9euJSwsjMaNGwOwaNEifHx8WLNmDX379jXaxvbt2zl06BBnz54lKCgIgICAAP3j3377La1bt9YHkIOCgjhz5gwzZ85k+PDh+vU6derEK6+8AsBHH33ETz/9RIMGDfTbfOedd2jUqBG3bt3Cw8Mj1+1mFx8fb3Reatq0KZs2bSI6OprMzEx69eqFr68vgNEFPisrK/7880/s7OyoUaMGH3/8MW+99RYzZszAzMx0jlqrVq148803DZZ98MEH+v/7+fkxefJkli5dyttvv51j3x9l3759LFu2jA0bNuTr+UKIZ0d8fDzr168nKiqKlJQUo8fd3Nz0/79z5w4rV64EwMzMjLJly6JSufHJJ+5ER7vh5+fNokXODBmi/btoYfHw7+aCBTBokOFEplnLx0i5F1FaSSBdCCGEEHmjK/ui0/GrB8FaFXkLpmfxBAK7pY5GDZvfwfR7ogAq7USwVTtr39NC1rJlS3766SeDZbpsyb59+zJ79mwCAgLo0KEDnTp1omvXrlhYPByaNmrUyOC5jRo1Yvbs2Y/c5vPPP2/wu1qt5rPPPmP58uVcv36d9PR00tLSsLOzy9drWrx4MdOnT+evv/7C3d09X22IJ0M3oZouaK4LCuiCBUU9oZruQlJGRgYajYaBAwfqy6eANkCbtVb2iRMnuHTpEo66GeEeSE1N5fLly4A2w/zFF1/kxo0beHl5sWjRIjp37pzjpKFvvPEGo0aNYsGCBbRp04a+ffsSGBiYY5/Pnj2LhYUFL7zwgn5Z2bJlqVKlCmfPnjX5nOPHj+Pt7a0Poptqs3v37gbLgoODmT17Nmq1Wp+5Xrt2bf3julIrWYPYumW3b9/Gw8Mj1+1m5+joyNGjRw2W6erK16lTh9atW1OrVi3at29Pu3bt6NOnj74klW6drOePRo0akZSURGRkpD74nl328xLAsmXL+P7777l8+TJJSUlkZmbi5ORk8vmPc+rUKbp3787UqVNp165dvtoQQjxdNBoNN2/e5Pr160RFReHm5kaTJk0A7Tnr8uXLaDQaLCws8PT0pEKFCnh7e+Pt7W3wd0StVuPt7c2dO3dIS0vj8uU7zJ17h7i4M7i4wDfftKVx42B27YLmzdWEh8dhYVHWoHa6hQUsXmxYO113UdrdXVujXYLpojSRQLoQQgghCkZX8mXzO5BwI5+NFH1gt9S5uu8x78eDiWCv7jO8MFJI7O3tqVSpksnHfHx8OH/+PNu3b2fbtm28+uqrzJw5k927dxdoglB7e3uD32fOnMl3333H7NmzqVWrFvb29kyaNMmgxEZuLV26lFGjRrFixQratGmT7z6KJyenCdV0QXRTE6oVFt2FJCsrK7y8vAwuEoHxsZqUlET9+vVZtGiRUVu67MIGDRoQGBjI0qVLGTt2LKtXr35kKZNp06YxcOBANmzYwKZNm5g6dSpLly6lZ8+eBX+BDxTW5KZZP/e6jHxTyzQaTYG2Y2ZmluN5ydzcnG3btrFv3z62bt3KnDlzeP/99zl48CD+/v753mb293r//v0MGjSI6dOn0759e5ydnVm6dGmuarxnd+bMGVq3bs3o0aMNstyFEM+uS5cusWnTJmJjY/XLvL299YF0KysrevbsSdmyZSlfvnyOFw51zxs1ahSKopCQkMCVK3fYuvU21tZ3eP3129Spo70ryccHfvvtPH36LMfe3p/r158HqgLmZGbCwIHFd2eXEE8bCaQLIYQQouAKpeTLg8DuwZ/Bobz2x7exBNXzK+lW4a5XyGxtbenatStdu3Zl3LhxVK1alZMnT1KvXj0ADhw4YLD+gQMHqFatWp62ERYWRvfu3Rk8eDCgDcJduHCB6tWr56mdJUuWMHLkSJYuXUrnzp3z9FxRvHQTqumC6KD9vSiD6PDoC0mm1KtXj2XLluHu7v7IzORBgwaxaNEivL29MTMze+zxGBQURFBQEK+//johISHMnTuXnj17YmVlZVAvF6BatWpkZmZy8OBBfWmX2NhYzp8/n+Nnpnbt2kRFRXHhwgWTWenVqlUjLCzMYFlYWBhBQUGPDP48TlG1q1KpCA4OJjg4mI8++ghfX19Wr17NG2+8AWjvHEhJSdFfQDhw4AAODg745OGA2rdvH76+vrz//vv6ZVevXs1zX0+fPk2rVq0YNmwYn376aZ6fL4R4usTHx7N582b9HUDW1tb4+PhQoUIFKlasaLBu9rJTj6NSqXB2dua555wJC6tEYqLxHVnm5rfp21fF8uXhQDhgDzyHuXl9rlwpY3RnV8WKpu/skpIvoqSTQLoQQgghCkdhlXzZ8t7D/0vt9PxzKF+46+VRWloaN2/eNFhmYWFBuXLlmDdvHmq1mhdeeAE7OzsWLlyIra2tQWmEsLAwvvrqK3r06MG2bdtYsWJFnuv/Vq5cmZUrV7Jv3z7KlCnDt99+y61bt/IUSF+8eDHDhg3ju+++44UXXtC/JltbW5zlW+JTz9SEakOGFH1Gel4NGjSImTNn0r17dz7++GO8vb25evUqoaGhvP3223g/iFQMGjSIadOm8emnn9KnTx+sra1NtpeSksJbb71Fnz598Pf3JyoqisOHD+vrqfv5+ZGUlMSOHTv05UoqV65M9+7defnll/nll19wdHRkypQpVKhQwaiMik7z5s1p1qwZvXv35ttvv6VSpUqcO3cOlUpFhw4dePPNN2nQoAEzZsygf//+7N+/n//973/8+OOPBdpf+W1XURSj8xKAu7s7hw8fZseOHbRr1w53d3cOHjzInTt3DC7gpaen89JLL/HBBx8QERHB1KlTGT9+fI710U2pXLky165dY+nSpTRo0IANGzawevXq3L94tOVcWrVqRfv27XnjjTf0r8nc3NygPrIQ4tmhm8zYzMyMF154gRYtWuR4ji8IZ2fTQe7AwBZs2/Yc8fFHcXU9So8eiYSG7iUuLgwzs0CuXOlPcLD2TqGcuiUlX0RpkPu/+EIIIYQQeaEr+eLkmf82dLXTz6wtvH6VFr6NtRciUOWwggqcKmjXKwKbN2/G09PT4Ed3W7KLiwu//fYbwcHB1K5dm+3bt7Nu3TrKli2rf/6bb77JkSNHeO655/jkk0/49ttvad++fZ768MEHH1CvXj3at29PixYt8PDwoEePHnlq49dffyUzM5Nx48YZvJaJEyfmqR3x5GW9/TwgAMLCtP/qaqZHRhZ3Dx+ys7Pjn3/+oWLFivTq1Ytq1arx0ksvkZqaapChXqlSJRo2bMh///3HoEGDcmzP3Nyc2NhYhg4dSlBQEP369aNjx45Mnz4dgMaNGzNmzBj69++Pm5sbX331FaCd4LR+/fp06dKFRo0aoSgKGzdufGTJpVWrVtGgQQNCQkKoXr06b7/9tj7bvV69eixfvpylS5dSs2ZNPvroIz7++ONHTgiaG/ltNyEhwei85Onpye3bt3FycuKff/6hU6dOBAUF8cEHH/DNN9/QsWNH/fNbt25N5cqVadasGf3796dbt24Gte9zo1u3brz++uuMHz+eunXrsm/fPv2kqbm1cuVK7ty5w8KFCw1eR4MGDfLUjhCieGW9M6hNmzZUrlyZMWPG0L59+yIJouckKkr7dzEiwpmAgJb8++8kJk/uz9Spgbi4KGg0qcDDvwOurmlcu2b4tzTr39zbt7UlX4QoiVSKouRzVrBnT0JCAs7OzsTHx+d7MhchhBBC5JFGrS35khitrYF+P/bxzzGg0gaEu/8I92NKVcmX1NRUwsPD8ff3x8bGJu8NnFn74K4AMLwr4EFw/Smd3NXPz49JkyYxadKk4u5KvjzqfZPxqKFH7Y+CHP9RUdC8ueHEotlruwYEwO7dRTfhqChZhg8fTlxcHGvWrCnuruRLgf+eCCEKTVxcHJs3b8bCwoI+ffoUd3eIj4cOHbQB8Ox3bG3depdOnVJRq70eLEnB2XkWFhYBxMY+j79/IAsXqowm836a7voS4nHyMj6X0i5CCCGEKFpZS75Y2OQQ2H2UB7XTF2QpLSAlX3Inp4lgnbygwxey/0SJ5eiovbUcDL/QZ52A1N1du54QQgjxJGRmZrJv3z7++ecfMjMzMTMz4969e5QpU6ZY++XsrC3Fkr12emQkjB3riloNfn6waBH073+ZqKh0nJzO4eR0jvDwCgQHdwS88fODJUtMB9GldrooKSSQLoQQQognJ6fAbl7pSr48pRnVT5XsE8GWoox+UXrlFBQA7Rf83bvlC70QQogn5+LFi2zatIm7d+8C2rvvOnXqVOxBdJ3stdN15V6yZ5nv21eTpk3Lc/Xqvzg6HgWuA78DtbGxaUNIiJNRRrrUThcliQTShRBCCPFkZQ/sJt0ynGA0VxRApS0VU7WzBIUfJ/tEsE+5iIiI4u6CKAFymlANpJyLyLt58+YVdxeEEM+gpKQk1q9fz7lz5wBwdHSkffv21KhRA5Uqp3lsit+j7uzas8eNJk06cPNmE2AHcBz4jwsXzqPRTKJFC1uTJdVAe4FbAuniWSaBdCGEEEI8eVkDuxo17P+fNss81+VeQF/y5eDP2ixrybQWQgghhBBPEUtLS27cuIGZmRkvvvgizZs3L5KJRFNSUtizZw+xsbFYWlpiaWmJlZWV/v+P+t3KyooyZcpgbv5wDP2oO7t00tMdCAjozrffNmDUqE3ExHhiYWGrn9R7wQIYNAgiIh5mtWdtS8q9iGeRBNKFEEIIUbzMzLX1zpcPRTsJZh7nQc+azS6104UQQgghxFPC2tqanj174uDggJubW5Fs4+zZs2zYsIGkpKR8t2Fvb0/dunWpX78+rq6ugOk7u3QlX65dy1ryxYvnnhtJixZqwsPBwgKuXIkhOHgP0BYLCwcWL5ZyL6JkkEC6EEIIIYqf1E5/JEXJ48UFUazk/Spcsj+FKDj5HAnx5CQnJ3Pnzh38/PwA8Pf3L5LtJCYmsnHjRs6ePQtAuXLlaNiwIRqNhoyMDP1Penq6yf/rfk9NTSU5OZmwsDDCwsIIDAykfv36VKlSxSBLHXIu+VKxoorduy1o0QJsbeH06Q1AOHCBzMx2hITUZfdulZR7Ec88CaQLIYQQ4umQvXa6vRusfgUSb5L7LPUHtdPXvw6ZqeDo+UyXe7G0tATg/v372NraFnNvRG7dv38fePj+ifzRfXlPT0+X41+IApLzkhBPhlqtZvny5URGRtK9e3fq1KlT6NtQFIVjx46xdetWUlNTMTMzo0mTJjRr1gwLi7yH+TQaDRcuXODIkSNcvnxZ/+Pg4EC9evWoV68eLi4uwOMn816yBPr3B2gLrAOiUan+Ijz8BE2bdmXx4rIMGWI4ianMWyKeJSqlFF2aTkhIwNnZmfj4eJycnIq7O0IIIYR4nDNrH5R8gTyXfNF5xsu9REdHExcXh7u7O3Z2dk/1xFSlnaIo3L9/n9u3b+Pi4oKnp6fROjIeNfSo/aEoCteuXSMjIwMvLy/MzMyKqZdCPLtyc14SQhSeDRs2cPjwYaytrXn55ZcpV65cobZ/9+5d1q1bR3h4OABeXl5069YNDw+PQmn/3r17HD16lGPHjulLxahUKipVqsTzzz9P5cqVc/x7nDXTPCAA5s/X0L//AW7c2IlKlYGiWADNgGACAswNMtqFKE55GZ9LIF0IIYQQT7czawtY8uVB4PkZLfeiKAo3b94kLi6uuLsicsnFxQUPDw+TFz1kPGrocfsjPT2d8PBwNBpNMfROiJLjUeclIUTh+Pfff1m3bh0qlYqQkBCCgoIKrW2NRsOBAwfYuXMnGRkZWFpa0rJlS1588cUiudCsVqs5f/48R44c4YquBgvg5OSkz1LP+nc7KgqaNzfMNNeVcWna9B5Xr24ALj1YuwthYc/TuHGhd1uIfJFAeg7ki4sQQgjxjNKoH5Z8SbplOMForqi0memTTj6zZV7UajUZGRnF3Q3xGJaWlkb1RLOS8aih3OwPjUZDenr6E+6ZECXH485LQoiCu3btGvPnz0etVtO6dWuaNm1aaG3fvHmTtWvXcuOGNqnE39+frl276icFLWqxsbH6LHVdmSiVSkVQUBBNmzbF29ub+Hjo0AFu38Yo0/zgQQgOVlCrTwHHgEGSkS6eKhJIz4F8cRFCCCFKAI0aZtfUTiya13Iv7T8Dh/Lan2e4drp4dsl41JDsDyGEEM+6+Ph4fvvtN5KSkqhRowZ9+vQplLs/MjMz2b17N2FhYWg0GmxsbGjXrh3PPfdcsdxdkpmZydmzZ/n333+JiIjQL69evTqtW7fGwqKsUe30rOVe/Pxg0SL0NdL9/dVMm7aVnj2b4Ojo+KRfjhB6eRmPymSjQgghhHi2mJlra54vH4q2bEsegulZM9mf8drpQgghhBCi+J04cYKkpCQ8PDzo3r17oQS5r127xtq1a4mJiQGgWrVqdOrUqVgDzhYWFtSqVYtatWpx584d9u3bx/Hjxzlz5gznzp2jQYMGNGvWDLAHtOVestZM12Wg79qlW76LiRMPcv78SYYO7Y6HRxWTk5jq2nJ01E52KkRxkox0IYQQQjybSnntdPFskvGoIdkfQgghnnWKonD48GGCgoJwcXEpcFt///03e/bsAcDBwYHOnTtTrVq1Quhp4bt16xbbt2/n4sWLAFhbW9OkSRNefPFF7t+3zLHci7Z2egxmZivp1+8mAGvWNCA9vR27d1sarduiBbi7w+bNEkwXhU9Ku+RABupCCCFECaOrnZ4YDZunwP3YPDbw7NdOF88WGY8akv0hhBBCPLRv3z62bt0KQL169Wjbti22trbF3KvHCw8PZ+vWrURHRwPaSUlbtmyJn18dkpPNcswyt7XN5N9//2bz5n3MnQtxcW5UrNiHvXvL6ycrzZrVvnu36Yx1IQpCAuk5kIG6EEIIUYKdWfug3AvkuXZ6s7fAv7nUTRdFTsajhmR/CCGEeBZdvnyZw4cP07NnT6ytrQulzdOnT7NixQoA2rdvT6NGjQql3SdFURROnTrFjh07iIuLA6B8+fK0bduWwMDAR5a8uXz5MnPnruaHH5KIizPH27sXy5bV0NdTz1oaRojCJoH0HMhAXQghhCjhClruReqmiyIm41FDsj+EEEI8a+7du8evv/5KSkoKzZo1o1WrVgVuMzIykvnz55OZmckLL7xAhw4dimVC0cKQmZnJoUOH+Oeff0hNTQUgICCADh064O7unuPzkpOT+fPPv5g6NYJ798YAroB2ktJly6BhQ+PnSO10URgkkJ4DGagLIYQoCdQahUPhd7mdmIq7ow0N/V0xN3s2B9pFQlfuJemW9ifrBKOPJXXTRdGS8agh2R9CCCGeNStWrOD06dN4e3szfPhwLCwsDB6PjyfPk2YuWrSIixcvUrVqVfr164eZmVkRvoInIyUlhT179nDw4EHUajXm5uY0adKEpk2bGu0zHUVR2LQpls6dy+mXVa2aRHq6g8k661I7XRSGvIxHTR+5QgghhHgqbT4VzfR1Z4iOT9Uv83S2YWrX6nSo6VmMPXuKmJmDf1Pt/zVq2P8/SIgmd+VeFEAF61+HzFRw9JRyL0IIIYQQAoC7d+9y5swZALp27WoyiP6oCTZzCvzqaos3adKkRATRAWxtbWnXrh0NGzZk06ZNnD9/nt27d3P69Gl69eqFl5eX0XOiolS89lq5LEuucOHCYjSatjRv3pDdu1VGtdNBe+FCAuniSSgZn04hhBCiFNh8KpqxC48aBNEBbsanMnbhUb7bfpG/jl9n/+VY1JpSc8PZo5mZa0u1APps88dS4H4MhL4M87vA7JrakjFCCCGEEKJU279/P4qiULlyZcqXL2/0eGKiNoh+5Yo20BsZqV1++jQ0aaJdfvu2dj2d8+eTiIlJQqVSmWzzWefi4sKAAQPo27cvDg4OxMTE8Mcff+j3pU72iUXDwsDD4ywaTSYq1SbCw1fRvHk6+/YZrrdrl0xAKp4cCaQLIYQQzwC1RmH6ujMmc6qVBz+ztl9g4tLjhPx2gCZf/s3mU9FPuJdPqerdtKVanPKZsZ8QrZ3EVILpQgghhBClVnJyMseOHQMgODjY5Dre3trAbkDAw2D61q1Qvz5cuwYVKxoGfiMjoW3bmyxcCHZ2ZbG0tHwir+VJU6lU1KhRg3HjxlG9enXUajVbtmxh8eLFJCcnExVlHBxv3BgOHuyEl1cHFMUMleoU4eF/Ehwcz5UrD/dl9glIo6K0dwYIURQkkC6EEEI8Aw6F3zXKRH8UXZa6BNMfqN4NJp2CYeuh6Vt5fPKDyxebp2hLxQghAPj8889p0KABjo6OuLu706NHD86fP1/c3RJCCCGKxOHDh8nMzKRChQr4+vrmuJ6Pj2EwvX17SEszXk+XgR0ZeZPkZHBy8iiyvj8tbG1t6du3L126dMHCwoKLFy/y888/Exsbjrv7wyC6LjhesaKKAwdexMdnGO7u9sBN4FfgGpmZxu1HRkLz5tryOhJMF0VBAulCCCHEM+B2Yu6D6PCwGvj7q0+x+miUlHuBh7XTW74LTl7kvtQLgAIJ1+Hgz3ByJYTvkaC6KPV2797NuHHjOHDgANu2bSMjI4N27dqRnJxc3F0TQgghCt0LL7xAq1ataNGiBSrVo8eRPj6wYIHhMi8vbVZ6ixYYlCdxd7/J8DaRVL9xUhtFVpfsMaZKpeL555/n5Zdfxs3NjcTERNas+T/efXcHO3dqjDLMfXxg5UpfrKxeBjyAZGA+N27cpkmTh+VzspaGyV4+R4jColKyFiQq4fIyC6sQQgjxNNl/OZaQ3w4UqA2ZlDSLM2u15VqA3E1CaoKTl7b+evVuhdYtUfKV5PHonTt3cHd3Z/fu3TRr1ixXzynJ+0MIIUTplX0yTNCWIgFtMF0noHwSI+7XIDPxGoOAyqCt+/Ldd9Cr15PrcDHJyMhg8+bN/PvvvwD4+PjQu3dvXFxc9Otk3Zf+/umMGLGG77+3IiamO6CiYkVYsgSGDDEsDZM9IC9ETvIyHpWMdCGEEOIZ0NDfFU9nmzzlUGcnk5JmUdC66SC104XIJv7BPdSurq45rpOWlkZCQoLBjxBCCPE0y2v+qalJMwMCtAH07OVI5t5qizpRG1nXF3a5fh369IHQ0AL3/WlnaWlJ165d6du3L9bW1kRGRvLzzz9z9uxZAKPa6bt3W/HBB305fLgrFStqvxldu5ZGcHCKBNHFEyEZ6UIIIcQzYvOpaMYuPArkO4faSKnPUteo4eo+SIzW1kC/H5vHBlTazPRJJ7WlY4R4jJI6HtVoNHTr1o24uDj27t2b43rTpk1j+vTpRstL2v4QQghRchw9epRjx47RvHlzKlWq9Mh1o6K0NbqzB3UjI6FJE8NsdICKhNGLjniRyGSyFB5UqbSZ6eHhYF60Y0xFUdBoNA82q9L/+7jyNYXt3r17rFq1iqioKAAaNGjACy+0o2tXS27fNg6QR0bCCy9oiI5eCsQAIYSFudG48RPttigB8jI+l0C6EEII8QzZfCqa6evO5Gni0UfRDY9/Glyv9AbTdQpS7qXZW+DfHHwbS0BdPFJJHY+OHTuWTZs2sXfvXry9vXNcLy0tjbQsM64lJCTg4+NT4vaHEOLpEB+vrZOc9bSkWwbg6AjOzrlfpnv+hQsQFGS4LLfPB22wNfsy8XS6e/cuP//8M+np6bRr147Gj4nSxsdrJ7rMHvjNGki3toa1M44z9m1HrhCPC/P4iIW8zj3jBnfu1KZkF5GrV6+ycuVKErMVFH/nnXewtbUFYN26dfrSK/Aw2G5ubk6VKlVo27atQSmWglCr1ezcuVN/Ub58+fK0a9cHa2s3sg8vIiOhceMEoqL+BOIAa7y9e7NvX5BkpIs8kdIuQgghRAnVoaYne99pxZKXX+S7AXV5vU1lIG/TZmalCxdPX3eGsIsxpbvkS0HKvfwzE+Z3gdk1pdSLKHXGjx/P+vXr2blz5yOD6ADW1tY4OTkZ/AghRFHQBTSbN384GaFuWXCw9qdDB21gMzfL4uO1Py1bQuPG0KrVw2V5ef6hQ9o+6Zbp+nX48MPfs4qKMr1cFD21Wk1oaCjp6en4+vry4osvPvY5zs6weTPs3v0wiK4rT3LtmrZO+r//Qjvvs+yiBR4cIw5XvuJboqhg3GB0dPZOaSP0S5YUeGLSiIgIFi5caBREfxxFUVAUhczMTM6fP495IWbMm5ub06ZNG4YMGYK9vT23bt1i6dJfuX37qEGJHV35nKgoJ/z8Xua993xxcUkjKmoJL74YxrVrpfC7jHgiLIq7A0IIIYTIG3MzFY0Cy+p/r+LhWKAsdQWIjk9l0B8H9ctKbcmX6t2gamdtuZekW9qfLe/l/vm6uun9/k8mIRUlnqIovPbaa6xevZpdu3bh7+9f3F0SQjzDcps9rvO4rO7ERG1W8JUr2oDbrl3aahk3bhiW17h1K3fLEhO1y06e1Na5/u8/OH8evLxy9/zr12Hw4IfP17UJ2qD8f/9BrVraBGRdRvv58xASAu7u2uBs1udIlnvR2717N1FRUdjY2NCrVy/MzHKXi+rsbPg+ODpq30PIkqV+xxMfoniTt/iUwbgRiCMmAtqeWcbioaEwcaL2zdbJ58SkMTExLFq0iIyMDCpVqkTPnj0NXp+NjY3+/+3ataNVq1aAYb34hIQEbt26haOjo37Zjh07CAwMxM/PL0/9yS4wMJCxY8eyevVqLl++zNq1a7ly5Qpdu3blzh1rg7rpu3bZ4+U1lEqVNvHGG0e4cWMbDRveYv/+rri6WhqdV3TkMyPyQwLpQgiRX7raykm3wKH8w5IOppZD/pcVVZuixOhQ05O21T04FH6XmwmpzFh/mrvJGQVqUzcxaaks+WJmDv5Ntf/XqGH//7QB8lyVe1EAlbbeetXO8lkTJdq4ceNYvHgxf/31F46Ojty8eRMAZ2dn/e3gQgiRG6bKYeiW3bihXcfLSxtMdnZ+mI2qCzCbCoR5e2vb0gXcWrSABQuM18swMWQytezaNRgyRBsEt7DQ/hsSkvs2L1x4GES3sIDFi7V9PHRIG0TPzNQ+fv48VKmizXzPGnS/fh1eesl4f4BxwF23PyRQmH83b95kz549AHTp0gXnAuxEXZa6QUC3aVPw9kYTFcUI5vEyc3Em6eGTdDXSmz4Yk4aGaicgzV6dWTcx6cqVeQqmly1blrp16xIfH0+/fv2wsMg5PGhtbY21tbXRcgcHB7y8vLJ05Tp79uxhz5491KxZkw4dOuDg4JDrPplqf/Dgwezbt48dO3Zw6tQpYmJi6Nx5IO7u2jvaHpbPMWf48M64uZVn6NBNWFj8x8aNGSxc2D/H+uqPO4cIYYrUSBdCiOxyE7ROjoWt70LCjYfPc/KCmn3g1ErD5baugAIp9/K+rKjabP852JXNXcBeAoHPnMKalFQFuNpb8UHnang429LQ3xVzsyc76dBTIb+104etfxiQF+KBkjQezWkSsrlz5zJ8+PBctVGS9ocQwpipLHOdrEFeUxM0qlTasii6rO6KFSEsTBtHzJqNunu36fZ1IiOheXM14eGpQCqQhre3M2Zm9g/avgeco3x57fq3bj38W1++PFhY+HP9ui6pIB4vr9NMmwbTpqm4ccMa0P54eVljZlaGqKiHgcOKFbX/Zs1M1wXhAwK0QfghQ7SvJevyb76Bvn0fBt337oUKFYz3x6ZN2ufrAvG6/eHoKMH1glq8eDEXLlygRo0a9O3bt2g2EhrKn717cw1oCTTXLdf9fdUFx9Vq8PMzzETPSqWCcuVg1iztgdK0aa4mKNVNMlpYpVkSEhLYs2cPR44cQVEUbGxsaNu2LfXq1SvwxKWRkZEsXbqU5ORknJyc6NJlIHZ2HiY/+/v2hbNz52ratx9A//5eJid+zcs5RJR8MtloDmSgLkQpl98AualgdEmTU8A+p6A7SMD9KVfYk5JCKS73Atpg+uZ3DD8fj9NwNFTrJp8PYUDGo4ZkfwhRcuU06SKYzgbNHtxasEAbCM4aOF6yRBd4zsTXN4HFixOwt48nISGBatWqUa5cOQAuXbrE5s2bSU1NJS0tjStXMvjzz4fbnzevJ5Ur1yE4GOAisIiRI7WPZV1v5Eho1KgTL7/c8MGSCEaOnKcPxmVft3791owbp7uIfosxY+ZiZWXD99/rAu42vP22LQsWOBEdHQj4AeDvr7B4MQwapOLKlYdtZg+6Z98f331nHHCvWtUwm12C63mXnp7OwoULiYqKYty4cZQtW/bxT8qnk7NmsWrqVJwSE5nEg4kMfXxg9uyHGea7dmnf1NzKZ7mXwhIdHc26deu48eD2iYoVK9K1a1fc3NwK1O69e/dYvHgxd+7cwcrKin79+lGpUiWT62ZmZmJhYZHlvJJOQICVwcWrrMF1UbpJID0HMlAXopQwFTA/t8E4CFYaAuRFIa9Z7qLYqDUKh8LvcjsxlYiYZGZtv4iK/Gep6/JISmW5F3h4brmyG/bMzP3znLygw5dSM10AMh7NTvaHEM+m3GSaJyYaZ5k/LhtUmz2uITw8CYgHylCxojbD+9q1y8AOIB4Xl2SGDzcM/Pbs2ZM6deoAcOHCBRYvXqzv67x5EBcHumC2h0drrKxqPwhK3wT28SAGT0wM6EY95cqBpWXtB0FvgBjKl9/D66/Dt99quH07HV2Wu4tLKjY2zbl587kH60bg5DQPgISEh/10cYF27WD58lZAMwDWr7/Nv//+TEyMI3PmOAFOgCOffebEjz86ERXlCWiDuY/LcjeVzS7B9bxTFIU7d+7grituXkQyMzOZ9c03JJ89S/+aNan2/PPGGeVLlsDAgblvNHtGuwlqtZrDhw9z7tw5Bg4ciJWVVQFehTGNRsOhQ4f4+++/SU9Px8XFhQkTJuS6znxOUlJSWL58OeHh4ZiZmdG5c2fq16//yOccOhRFx46LuXu3BxAEaD9He/caB9FL+3FfWkkgPQcyUBeiBMoeNM8pozzlbvH1sbSS4PpTpzCy1KXcC9rzzuyaeaib/mD/yASkAhmPZif7Q4inX/agedZM8yVLtPW8dUGn7JnmCQnGWeZZs0E3bEgiPf0KMTEx+p9jx2L5/Xf1g633JCxMGxwPDr4ELAS02d/+/hY4Ozvj5OSEs7MzdevW1U9weP/+fW7fvk1srA29e9tw9ao1/v7WLFxoZjLLPbfLTJVhySlzfsCADCIj44FUPD3T+OqrVKZMSeP69fuYmSWg0VQDtJM0+/hcpl27BaxapQv4a5kKum/eHMfBg1uYOrUs4AqUZdEiVz74wIHw8IdjMgmuPzt27NjBnj17CAgIYOjQocYr5DUjXcfNLcdyL4qiMGfOHO7evUvv3r2pVatW/l/AI8THx7Nhwwbq1q1L9erVC6VNtVrN2rVrOXHiBADBwcG0adMmx/Ixq1evZv36E/z5pxnQBaiHlxccOCB104VWXsajMtmoEOLZkZuguSkSRC8eCTdgxTDDZRJcL1ZZJyW9nZhKOQdr3lx+nFsJabnOUleA2OR0Xl+uHbiWynIvZubaDPPlQyFXOf4yAakQQohnk6nyLImJ2t+vXNHW7K5dG/7+2zBoDrrgu8KGDcm0a3eHK1diCA6OAaoREODHrl2QmhpNaGiowfZWrgRtgQsnQCEkRPeoFxACOPH3387s3m1LxYqmA2d2dnZYWPjRrx9cvWpYdz07S8vcLdMFyIODHwaklyzRTvpp6vkqlSVQTv97ixawahU0afLw+StWwJtvwpUr/syb9wZqdQLe3gl89FEiH32UwM2bCaxcmQA8LIkxYsQdkpPPGmxv3Djo1MmK8HBXoClQg+XL4c03M7lyJYOePbUTQOuC6wMHaoPr2Sc/dXSEVq0e1lwH7fsIpSO4rigKBw4coG7duk900uz69euzd+9erlzRXlTSlSjSezAxKdevG082+ih37sDgwdr/Zyv3olKpqFmzJv/88w+nTp0qskC6s7MzIQ8/xACcOHGCGzdu0LZt20dOcpoTc3NzevTogaurKzt37iQsLIy4uDh69uxpsr3nnuvG2LEq4DiwFkjixo2mNGmi0melZ71TBrTHfUk4pkXhk0C6EOLplN+guXi6SXC92JmbqWgU+LDO47RuNRi78Gi+S77cjE9l7MKjpa/cS/Vu2gzzXNdNVyDhOuz6HPybyzEuhBCi2OW2PIsuaN6ixcNg+uLFDwPC//0HO3fqAsLg63uPjz7az9atN7l9+zapqam0bZu1nrgtCxb44eMDcXFu+Pr6Uq5cOdTqckyYUI64ODf8/Z1MZI/bsWRJFX1WeMuWj65v7OioDfrCw/Xi4w0D315e2glFc7PM0VGbfV+rljYAXbu29nfd4497fkKCNoCtC1zXrq19DdrgvBmZmU5YWDixahU0bKh9PHvQfeJEuHatHNARN7dYxoyJ5ccf7xIbG8eSJeloy9Ros/knT4bJkyMYN24h2osS7rz7rht//unOlSvu9OzpBlgZBdd1QfSswfWsmetQcoPrp06dYsuWLRw8eLBQypDklouLC0FBQZw/f54jR47QoUMHwxXMzbVB8D59tFeD8lNY4vp17fOzlHvRBdIvXbpESkpKkV08yJopnpGRwdatW0lOTiYiIoI+ffrkq3a6SqWiefPmuLi4sHbtWk6fPk1CQgIhISHY2dnp14uMhNatzbl1qzueno507LiHlSv/JiEhkWvXOtKkiZnB3Sa6i24y+ajIiZR2EUIUPwmai+wkuP5EFbTkS6ku96I7f51dC4d+zf3zpG56qSXjUUOyP4R4Mgq7PMugQalERNzC3Dwatfom2hIldQgIgNDQGFav/p9+2wkJKv7v/8oQG1sObYZ2ZQIC/A2C4FFRxvXUVSpt9nfWkilhYdoYYk411h/3urMug4fB3twu0z3/wgUICjJc9rjng+l9Hh//MAu8Vi3tRYms9eV1QfcFC6BjR+P9cf06BAdnolbHYW4ey4IFXnzwgSNXroC5+VHU6rX61/6wVIxuSR9CQ2syeTJcuZIMJAFlsbCweGxZmKyZ6yWhLIxareaHH37g7t27tG7dmqZNmz7+SYXo0qVLLFy4EBsbG9544w3TNctDQ7VXU6Ki8r+hsmVh2TLth8jcnJ9++olbt27RvXt3nnvuucc+vTBcvHiRNWvWkJycjKWlJR06dKBevXo5lmZ5nIiICJYuXUpqaiqurq4MGjSIsmXLmjyvREcfYunSTfzxh0JCQnWgF7ocY5l8tPSSGuk5kIG6EE+hM2vzkNEpSjUJrhcp3cSkNxNSmbH+NHeTM/LdVqks9xK+B+Z3ycMTpG56aSXjUUOyP4QoeqbKs2QNMFlYPAzgZg+a64LUly6l0azZQaKjbwLRwL1sQdlaQG/CwqBRI4Xt27dTvnx5MjPL06dPWcLDLUzWSM+aKZ69j7plNx58TfDyehiYfVZrGed0F0D24LypCx1gvD/++AO6djV+H8+de5jNbm6eys8/32HatNtcv34HM7PbaDS30QbNXyYgoAJffw29eh0B1gNmjBrlytq15bl92wPQ/pibO6BWq/Jcc93b+9l4v44cOcL69etxcHBgwoQJhT755uNkrVnetWvXnCfQVKthzx7tFZRJk3Sz4+bdg1Ive9zc2LFjB/7+/gwbNuzxzyskiYmJrFmzhsuXLwNQrVo1unXrlu+s+Dt37rBo0SLi4uKwtbUlJCQEZ+eKRucVgNOnTzN3bih//FGJuLj+aEtJwerV0KOHcdtP+0UgUXASSM+BDNSFeApkzT6PvQy7PivuHhUepwpQszecWmk82SkKpNzL+7KiaLMkkazeIrH5VDRjFx4F8lfuRZdLUqrKveR5AlIAlfYYnnRSLgiVIjIeNST7Q4jCZSpQmzVo7ucH//yjDSgdPGhcOuSNNzIJD7+Jl1cUf/xhQ4cOdQHIzMxkzJjP+OMPjb7dESOc2bDBg9u3PQFfwN8gOG4qGzR7LeKswdbcZo9nfV2OjuDkpJCWlkZKSgqZmZloNBrUajVqtTrX/zc3N8fS0hILC4sc/836f3Pzov+7nZv9AcYBd1PZ7H//bRhct7CAhQvv8+671oSHmz8o77If2A2kmshch59/Hs5XX/k9qCEdB2Rgbl4Wtdosx+D6Cy/A6dPQqZM2kz77HQRPS4AyIyOD77//nsTERDp16kTDhg2LpR/79u1j69ateHh48Morrzw+Qzs0VFuuBfJe7uVB23Hz5/PdlSsoisJrr71G2bJlH/PEwqMoCvv372fHjh2o1WqcnZ0ZO3YsNjY2+WovKSmJJUuWcP36dczNzenZsyc+PjVNXrw6dCiKPn3KExn5cEKErMetzrNwEUgUnATScyADdSGeoOzlWnwbw7kNz2b2eU4B7vafmc6ONvXaIf/LCrtNU6VzcgrYP/UeDC5bvAtlAyVLvRAVtNwLgIudJT+E1OPFwLKlo9TLmbUPJiCFPF2CaPaW1E0vRWQ8akj2hxD5l5dyLVmD5n5+sGiRLjP8Lubm11Gro4Ao4CYuLmqGD4dq1bwYPXo0oA0mNWy4nZs37dBlKFtY2Okzj01lmjs5GWeZ6+QUnNJoNCQlJZGcnExKSgopKSncv39f/39Tv6ekpKDRPAzwPwlmZmZYWlpib2+Pg4MDDg4O+v+bWmZpavbSQpKb4yC3wfXlyxXeeCPpQdmeWw/K9twEYvDze5tvv7V9UF57K7CPkBALtm1zJyZGl7leHnNzd9RqWwIC4KefoFs3SEvTlqLRTewIT1eAcu/evWzfvp0yZcowfvz4J3KhxJT79+/z7bffkpmZyUsvvYRPbmqMFKTci0oF3t4s+fxzVObmtG7dOl/1ygvqxo0brFq1isDAQDp16lSgtjIyMggNDeXsWe2EvK1bt6ZJkyYGFyWyX8z7+muFPn3+RqOpjYWFmz6YntNFP1HySCA9BzJQF6KI5KbGua0rpNwtpg4+mEbRtkzuMsBNBcjBdID7WWUqMG8qYJ/Te/k0Z7lLCZhCU1jlXkpVqZeClKuSOyxKBRmPGpL9IUT+5KZciy5Y+rBcSzrm5rGo1Q//Hru6zqJNm3iDzONXX7UjONgbX19fgoODjYJJOWUemwo66SYs1QWf0tLSiI+PJz4+ngsX4lGr48nMjNcvS0hIyHdQXJcxbm5ujrm5OWZmZo/9v7m5OSqVCrVaTWZmJhkZGSb/1f0/v6ytrfVBdUdHR1xdXfU/ZcqUwdHRMd/1oU0pzOC69k6FDMLDLfUTk8Jm4CguLulGmev9+sGhQ28SEfEgZZ4bgBofH3fCwqwfeVdCcUhJSeG7774jNTWVnj17UqdOneLpyANr1qzh+PHj1K5dm14PJgV9rKzlXl5/XVvuJQ+hPs2OHZi1apXPHheO9PR0zMzMsLDQ1itPSEhArVZTpkyZPLel0WjYtm0b+/fvB6BevXp06dIFMzMzk3fKXL9+gN9/38zcubZoNAOxsPBhxYqHEyhL7fSSTwLpOZCBuhBF4Fmoce5UATp8AVU75z4DXDyUm2z4p32CWAlQFlhByr2UulIvus/Mld2wZ2Yenih100sDGY8akv0hRP7kVDYle7mWxYvTef31c1y/fpIyZa7QubMVCxe+je5vzttvh/Lnn3eJiakAeAPe+Pu7sHu3KsfyLE5OuauFvWxZPAkJkdy4cYPo6Ghu3rxJSkrKY1+bmZkZ9vb22NraYmtri52dnf7/j1pWlFnfoC1DoVar9cH1tLQ0kpOTSU5OJikpSZ9Jn/3/mdrI8yNZWlri7e2Nv78//v7+VKhQATMzs0Ltf36C66Zqrj8MriuEh9/D3Pxmlsz1W7i6pvPbb2/Tu7duBLgUB4dzJCVB2bKuTJlSie+/r0xkpB8BAZYGNfFNleCAoi0Bk5yczI4dO7hx4wajR48u9P2eVzdu3ODXX3/F3NycV199Ne+lVvJT7mXxYu0MsWiD0MW9DzQaDfPnz+fmzZv07t2boKCgfLVz6NAhNm3ahKIoVKlShT59+nD/vqXRRcj79++zePFiDhyIYu5cSzSafkBlwHQQ/WkpSSQKjwTScyADdSEKwdNe4/xRJVdE0cpNNnuxkRIwhaEg5V5UgKu9FR90roaHsy0N/V1LfrkXqZsuTJDxqCHZH0LkX/as3oflVTSYm19GrT4JnAUycHGB3r1h9Wpn7t4dDdgDYG6u6CeQzEt5lvh4OH9eG3vTleYwM0skIiKCw4fDuX07nNRU03cv2tra4uzsnOOPg4NDsQfyCouiKPqAuy64Hh8fz927d7l79y737t0jLi7OKAvf2toaX19ffWC9fPnyhZqxrlPYmevaDN4MLCwseXj94C9cXC6h0SSSkPBw22XKWDB9egDjx4eQkKAyOdlsYqI2Fpy9BExRBDLVanWxlXTJbu7cuVy9epUyZcowcuRIHHUF8XMrr+Vedu6EFi1ITk5m0aJFBAcHU6NGjbx3vJDcv3+fJUuWEBkZiUqlon379rzwwgv5+gycP3+eFStWkJmZiZ+fHyEhIaSmWhtdtElPT2fFihWsW3eRZcvMgJ5ALUJDoWfPh+s9TSWJROGRQHoOZKAuRB491YFRJGj+LHiajyEpAZMvUu4lj/JbN33YevBvWiRdEsVLxqOGZH8IYSwvmblZg+k6Hh7badZsb5ZyG65Mn16LP/+sxdWrZQkIUBWoPIvO/fv3OXAggpgYbeA8JibG4HEzMzM8PT3x8vLC09MTT09PXF1dsba2LqQ9VTKo1Wru3r1LREQE4eHhhIeHG2Xu29nZERAQQJUqVahUqRK2trZF1p/CzlzXlcfw9EwhOvoqcAm4yMiR8TRp4suIESOy3PmwGg8PB37+2YtPPqnArVvOqFQqg4lKTQXW8+PcuXNUqlRJX0rkaZKYmMiff/7JvXv3KF++PCNGjMj7BJxqtfaqRL9+cDeHEqsPaqQTHg7m5uzatYtdf/+NWWQkA2rVIqhePWjaFIrhAoNarWbDhg0cPaq9I7ZBgwZ07NgxXxfZrl69yuLFi0lLS8PT05PBgwdjb29vtF5EhJoXX/yLW7f+Q5sG1BkLi+elZnopIIH0HMhAXYg8eNpKtkjQvOR42oPrUgIm16TcSy7l53za9C1o+a6c40ogGY8akv0hhCFTtc91TGVCxsTEsGTJSSZMqARoV/7tt+u8885i7t6tCdQCKmBhodKXYdFlmrdqBf/99+jyLFkDlampqVy9elUf7L1165ZB31UqFR4eHvos6ooVK0rQPB8UReHmzZv6/Xz16lXS09P1j5uZmeHr60tQUBBVqlTB1dW1yPtUkMz1hARtcP3aNYNXia9vDCtWpNOgQQUALl5MpWHDL4iL0x6fGg0kJdkDXri7V+CvvwJwdKxIp04YBNZ1fcpLlvrhw4fZsGEDgYGBDBw48KnJRM/q7t27/PnnnyQlJeHr68vgwYPzV74op1IvuuzulSt5MIMsmpUrWf3KK5y8excLYCAQ4O0N332nX+dJUhSF/fv3s23bNhRFITAwkH79+uXrvBIdHc3ChQtJTk6mXLlyDBkyBOcsB8vDILmCh8cmmjU7xMqVZmg047GwcGX5cpg8WWqml1QSSM+BDNSFeISnqWSLBM1Ln6cmuP5gYtoXX4UqneS4ywUp95JL+ambLhd2SiQZjxqS/SGEYZAye01yXZDy4YSh4OeXyOzZp7h16yRnz95g3jyIi3sO6A7oyrUoBASYsWABDBoEERGGmee67WYvz6KLK0VFga1tJgkJkVy+fJnw8HBu3LhB9vCBu7u7PnDu6+tbpJnSpZVareb69etcuHCBCxcucPv2bYPH3dzcqFKlClWqVCmS2uo5yU1w3dlZG6DUBdKtrWHtWhg71jggmZ6ezvbtpxg58ga3bl0HbgHakjdOTvD668/xxRfdSUsDHx81s2cfoEoVF1QqFbdumTF0qBlly6qYN8+MihXL6C8wZGRkcOvWLczMzFCpVERGRrJx40YAmjZtSuvWrZ/I/sqPmzdvMm/ePFJTU6lSpQr9+/fP3/trqtSLjw/Mnv0wQP4g4K5WFFYA5wBLYAhQUaUyCLg/aefOnWPVqlVkZGRQrVo1+vfvn692YmNj+b//+z/i4+NxdnZmyJAhlCtXzui8u3OnwsWLf3PrVnmGDatJ1mkOJIheMkkgPQcyUBciB8WafS61q0UOnobgupR/yRW1RuHAlVjGLTpKXEr+Sr1AKSn3kqe66TL5aEkk41FDsj9EaZOb4GPWoLmFhXZZUpKGq1eP4+Z2ksGDI3ByUoiPh/nzzbh3rxLe3s8xZ061HMu1NGumDaabKkegy+R1ctJmQl+5coUrV65w9epVo4kyy5Yti7+/P35+fvj5+eHg4PDE9p3Qunv3LhcuXOD8+fNcvXrVoL66vb09QUFBBAUFERgYiJWV1RPtW/bjO2uAsmJF2LgRatR4dImMffsgOBggE7hJuXLXiYm5AQQB2rrdFSrcpG/fn3F21n52Fi3Sfm5cXGDECOjSpRmtWrUiKgrS0u6wYMEPRn198cUXad++fZHUni9MV69eZcGCBWRmZlK3bl26d++evz6r1bBnD0RHg6enYckWtRr8/PSB9kxgKdoiPNbAUKCCmxvMmgUVKhRLuZcbN26wevVq+vfvT7ly5fLdTnx8PAsWLCAmJgZ7e3sGDx6MnZ1njncCrV6tu36QBlizejX06GHcrkxA+mwrFYH0L774gnfffZeJEycye/bsXD1HBupCPFAs2ecPMn1ty0BKlomHnCpAhy8kSCRyx+Sx++DYelIkSzhHBSn1AqWo3Eue6qbL5KMljYxHDcn+EKWJqbItWQON2WtNBwdrUKt12acKZcvOYciQuzg7g4ODD7Nm1eLGjRoEBNjry7W0bAknT+a+XEtcXJw+cH7lyhXu379v0GdHR0cCAgIICAjA399fPqdPmZSUFC5dusT58+e5dOkSqakP7xC0sLDA39+fatWqUa1atWK5WyCvpYpM1fz38oIbN7L/fhN3938YPDiZ779XyMzU4OqqMHmyhjJlFOrXr4+HRwNatIAyZWLp3XsBNjaK/qJDnTp1aN269VMfRNc5f/48y5YtQ6PR0LhxY9q2bVu4fd+1S3vyyCIDWAREAOWBMTwcq1NM5V40Go1BRn56enq+LhYlJyezcOFCoqOjsba2ZuDAgbi4+BrNBfHweEwA5gF1sLBobnBnT9b1ZALSZ1eJD6QfPnyYfv364eTkRMuWLSWQLkReFFf2uS5gXrWzYZaxZPeKgiiW41nuoniUgpR6gVJU7iWvx26zt8C/uRxrJYCMRw3J/hAlWW6zcw8efDhBo7m5mu+/v8LHH5/k1q0IYAKgnQzx99+PUKVKKjVr1kSlcjEZoHxcuRYLixTu3YvgypUrXL58mbvZJiG0srLCz8+PgIAAAgMDKVeu3DMTbCzt1Go1165d4/z585w/f5579x4mL5mZmREYGEiNGjWoWrVq3ieuLIDcTp6bPUt9wQLtcWxYW1372QHTy/fu1X4WSuKkkMePH2fNmjUAtGnThiZNmhRe40uWwMCBRovTgHVAa6BM1gdM1Fd/0i5fvkxoaCj9+vXD19c3z89PS0tj8eLFXL16FQsLC/r160dQUJD+8azHUIUKR2jSZD3Ll4OiNMfcvAVhYSqZgLQEKdGB9KSkJOrVq8ePP/7IJ598Qt26dSWQLsTj6LJ4z2+EAz8W/fakxrl4kp6WEjCSpa6n1igcCr/LzYRUZqw/zd1kKfdikkYNuz6Hf3JZMx3kWCsBZDxqSPaHKKlyysQ1VS96zBiF8PBrmJmdRKM5A2izwlUqUJSBaEtaGNfmzU2A0sFBW1/78uXLXL58mevXrxvUOTczM6NChQr6wHmFChWeyokXRd4oisKdO3c4f/48p0+f5ubNm/rHzM3NqVSpEjVr1qRKlSpPvPyLKdlrVO/apV2edZJSLy/tXRvXruWUpf4wAD9kSMmcFHLfvn1s3boVgG7dulGvXr3CadhERnpONIA+J7xsWVi2TBtJfsLnjUWLFnHx4kUsLCzo06cPVatWzXMbGRkZrFixggsXLmBmZkbPnj2pVauWyeMxMnIff/65lT//BEVpgrl5a1auVPHmmyXzWCttSnQgfdiwYbi6ujJr1ixatGghgXQhHqfIM3YlO1c8hZ54CRiZpDQnUu7lMcL3wPwueXiC1E1/1sl41JDsD1FS5KU2dNbgoLYK8TpcXOJp1w6WLwdwQFsLuhb+/hVYuFCVp8Dg3bt39YHz8PBw0tLSDB4vV64cgYGBBAQE4Ovr+0Szk0XxiImJ4fTp05w6dYo7d+7ol1tYWBAUFESNGjUICgrC0tKyWPqX/cKTSmX4+QFtsPz336FTp9xlqWf9rOQ2K/5ZsH37dvbu3YtKpaJfv35Uq1at4I3qaqRfvw6PCBGeA7ajrZlu8Be7GEq9ZGRksHLlSs6fP49KpaJr1675urCgVqv566+/+O+//1CpVHTq1ImgoAYmL4QeOHCA33/f/CCY3hhoC6gkiF4ClNhA+tKlS/n00085fPgwNjY2jw2kp6WlGQwaEhIS8PHxkYG6KNmedP1zqXEungVPugSMZA0bKIxyLx7ONux9p1XJK/OSp8lHdaRu+rNMAseGZH+IkiAv2eevvJJMREQaXl6uDzJq7wA/MGiQNdu3V+fWrZqAP2BmNGFoTuUDUlNTCQ8P1wfPs5b0ALCzs9NnnAcEBOD8rEQMRZG4ffs2p06d4vTp08TGxuqXW1lZERQURM2aNalUqRIWFhZPtF9Zg92mAuuOjtoJRbN/psaO1X4usmeph4VB48Z5r9P+tFMUhXXr1nH06FEsLCwYPHgwfn5+BW84NBT69NFtxOhhDfAT2jNWWWAE2kt+QLGVetFoNKxbt45jx44B0Lp1a5o0aZLnclSKorBp0yYOHToEQKtWrahduylJSSqjiy+HDx/mm282sGwZwAtAB8LCVDRuXPDXI4pPiQykR0ZG8vzzz7Nt2zZq164N8NhA+rRp05g+fbrRchmoixKrqIOFUrJFPMueaAkYuVMju8Io9/Jh52oMD/YvecH0PE0+msWw9eDftEi6JIqOBI4Nyf4QJYGpMgC6Os3aoF8mcB44AVyiXLlq2Nn1zZI9exlzc1/Uagv8/MDeXlvnXDdhaNb2WrQANzeFP/+8zu3bl/TlWnSTKIK2dIePjw+BgYEEBgbi6en51NU5z8zM5P79+yQnJ3P//n0URaFSpUr6x7du3crdu3dRq9X6n8zMTNRqNba2tgwbNky/7v/93/8RGRmJWq3G3NwcKysrLC0tsbKywtbWlhEjRujXPXToEPfu3dM/bmlpibW1NY6Ojjg5OZWqmvCKonDz5k19pnpcXJz+MWtra2rUqEGdOnWoWLFiseyT/N/loaX77GTNbs/6eTp9+mF2e/aLU097lrpGo2H58uWcO3cOa2trhg8fjqdnIdy5GRoKEydqd4AJ8cCfD/51B4YDdroHVSrtDgwPf6JlXhRFYceOHezduxeAF154gQ4dOuQrmL5r1y52794NkOOkrpGR0KjRv1y/vg4oB4wiIMBGMtKfcSUykL5mzRp69uxpUK9NrVajUqkwMzMjLS3NqJabZKSLEq9Is88lEChKgSc5f4BkqesVpNxLia2Znp8LoU3fgpbvynn5GSOBY0OyP0RJYWqixIEDY7l6dR+OjqdJTHx4V5aLix9xccMICFDxzTfQt682aK7LQK9a9eGEoVkz0K2t77Bx4yEiI8+SmZlksH1duZbAwED8/PyeirrXiqIYBKGWLVvGrVu3SE5ONio34+rqyoQJE/S///LLL0RHR5ts197enrfeekv/+9y5c7l69arJdW1tbXnnnXf0v8+fP5/w8HCT66pUKj744AN9XGHfvn2kpKTQuHFjbG1tH/Nqn22KonDjxg19pnpCQoL+MVdXV+rVq0fDhg2L9bjKy50fuiz1rPXWs34+f/oJunWDtDTDSUp17T0LWeqZmZksXLiQiIgI7O3tGT58OG5ubgVvWK2GPXu0ZV5efx1iYgwy1O8Cc4FEwAsYAhh8Oj74AFq3hqZNn2hA/cCBA2zevJk6derQo0ePfF/82b9/P1u2bAGgXr16dO3aVd9W1vO8t/dp/vyzImPGOEqN9BKgRAbSExMTjf44jhgxgqpVq/LOO+/8P3vnHd7Uebf/j+SFbQzGC2xjYwyBsPfem4QVzIawEshs0qTJ2/Rtf22at2+a9m2a0TRpCCMJMyyzN2GbvVfYNh7Y4IH3ls7vj8eSJVmyJVuSJft8rssXSGfqnKNzHt3P/dxfOnbsWOU65Ia6TJ3CHu5zObJFpj5hl3oCco66hurGvdTpzHRNx86Do3DczAKkcgeN0yG3R/WRj4dMXUJXZIF9wGkaNRI/t7OzGwNdgM5AgFa8a9QIhg+Hq1fLHegaZ2xCAgwZIuHrG88bb8SQmHhHuy0PDw9at26tFc8dJa6lqKhIW+CyoKCAl156STvtu+++45FO9oZSqcTLywtvb2+aNGnCzJkztdM0y7u6uuLi4qL35+7uTrgmFBtxH1Gr1bi4uKBSqSguLtb+SZJEq1attPNeunSJ9PR0iouLKSkpobi4mKKiIrKzs5EkiTfffFM7r0ag9/LyYuTIkXTr1q1euNUlSSI+Pp7Lly9z48YNiouLAdGBMXjwYHr06GH32BcNlrjUDaOQJEn3+1mO7nfRWAdW8+aO61AvKirihx9+IDk5GQ8PD6ZOncozzzxjvQ2YiHtJRYjp+YiYlzmAn+GytZCb/uDBA1q0aFHjgsmXL19m27ZtSJJEz549GTduHElJCpMjj8R1lUDLls05dqxiHIyM41MnhXRjyMVGZeoVsvtcRsb22DP+RRZAqx33ogD8vN35f+Pa0ayxJ71b+tWtuBeLctPl4qPOhtwe1Uc+HjKOjqVFCk+ehAEDAE4De/H1bUtmZl9atozg228VRl2wWVnlAp7GBevjo+bWrVvs2nWS9PREGjQQjum2bdvSs2dPWrZsWWOxyFqUlJRw584dbty4wZ07dygtLdVOe+edd/D19QUgPj4eSZLw9vbG29ubBg0aOLQwffXqVU6cOMGTJ08ACAsLY9y4cTRr1qyW98x+FBcXc/PmTY4dO0ZGRgYAjRs3ZujQoXTp0gWlUlmr+2dp/nn591OgyVU3J1LJUR3q+fn5rF+/nocPH6JQKBgxYgQDBgyw3nfLRNzLE2ANIuZlCDDMcLlayk3XoFariYmJoXfv3nh4eFi8/LVr14iOjkaSJPr160efPqN57jmF0Wtt//6rzJy5hcDAruzfPxEXF+NiuqN2yMjIQrpJ5Ia6jNMiu89lZGoPo51YZe7yGiF3YOkix70YYFFuulx81JmQ26P6yMdDxpExV6RbvjyRy5ePERjYidde61TmeC0B0oFmeqJ5VbnMDRqUEBt7mVOnTmmFS1dXV7p06UL//v3x9/e36zGoitOnT3Po0CGtaxnA39+fjh070rFjR+tETdQiKpWKM2fOcOTIEYqLi1EoFPTu3Zthw4bRoEGD2t49u6FSqbh06RJHjx4lJycHEHFCw4cPp127drXaIWJuZ5f+iBGBZmCDbr56VRFLjuhQV6lU7Nmzh/PnzwPQqVMnJk6ciJubm7U2IG6C06dD2X0JIBc4ixDRTV4Bfn6wYYM4+Hbs/Nu7dy+nT58mNDSUOXPm4OXlVfVCBly6dIlt27YBMGTIELp3H2b0Wrt+/Trff78ZtVpi9+5ulJRM5OhRhdMXtq1P1Bsh3VLkhrqM02BT9znIERMyMjXAlh1b9dylLse9GGDptTb4v6DlEPme7uDI7VF95OMh42joinKGRUTXrYO2bSE7W0SuxMY+JDDwGC+++ABJgtWrm5KW9hqRkQqLM5jz8/M5d+4cZ86cIT8/HxD53r169aJ37940bNiw9g5KGSqVigcPHhAUFKSNkrlx4wYbN27E19dXK543bdrUoZ3m1SE7O5t9+/Zx48YNAObPn0/Lli1rea/sT0lJCefOneP48eMUFBQAEBwczIgRI2jVqpXDnndjNQzmzhWvNa50XZzVoX7u3Dn27NmDWq0mODiYmTNnWjf2yUTUi4ZS4DoixKrClWDnqJdHjx6xevVq8vPzCQoKYsGCBdUS08+ePcvu3bsBGDlyJAMHDjQ6n0ZMX7FCIjOzBy1bjteK6caihuT4F8dCFtJNIDfUZZwCm+c0IzvQZWRqis2KlMqdXCq1xA8xsfxl1y8WLacAmjVuwIkPhte9mJcjn8AxMzPTod53yDg6cntUH/l4yDgSxhzougKIqyu0aSORlXWfpKRj+PrGs2ABuLgoWb26C48fDyQy0l+7bFXucx8fUKkyOH36NJcuXaKkRESc+fr60q9fP7p161brRUOLi4uJi4vj9u3b3Lx5k4KCAoYPH87gwYMBIaw+efKEkJAQhxVRrcmDBw948OABI0eO1L4XHx9PaGiow0Tt2IOioiJOnjzJqVOntKMRWrRowYgRI/Ty6x0Bww4x3e+2pkipLq6uQjzXfX3iBPTp4xyCaFxcHBs2bCA/P5+GDRsyffp0654TE1EvErAFuAp0BSYAet+IWoh6SU1NZeXKleTk5BAcHMz8+fOrNZIkJiaGAwcOAPDcc8/Rp08fo/Ndv36dFSs28/33EpmZg4iMHKHXaSMXJHVcZCHdBHJDXcbh0Q7lt+bXUo6PkJGxKbJD3eqo1BID/36IlKxCi++GfxzXjgUDWtYtMT32OPw43oIF5Nx0R0Zuj+ojHw8ZR8KU4HbmjBDchLi2EziPry+8/LILw4Z1p2PHAcyc6Wt2TrNarebu3bucP3+ee/fuoflJHhwczIABA2jfvn2tZk8XFxdz5swZ7t+/T0JCAiqVSjvN29ub/v37M0A3aLoek52dzZdffom3tzf9+vWje/fu1cpjdlby8vI4ceIE586d02bjP/vss4wcOZKAgIBa3juBqYgmXSHdwwO2b4fXX69YjBQqutgdXRDNzMxk3bp1PH78GBcXF8aNG0f37t2ttwGVCo4fh59/hv/9X+3b54DdCDWjJTAd8NRdTqEQPQ+xsXaLeUlLS+P7778nLy+PsLAw5s6dW60OysOHD3P06FEAJk6caPJ4XrhwgdWrd/DDD5CZOQboBxi/ZhwtIqg+IwvpJpAb6jIOi1oFcSdg4zwoyLTuumX3uYyM7bF1jno9FETlzHQdLCo+qkHOTXdU5PaoPvLxkKlNjGUr6zpOIyJg1So18+apiY11LZvjHrCezz7ryaJF/fHx8TG5Lg0ascTFJZeLFy9y4cIFsrKytNNbt27NgAEDiIiIqBVXd05ODllZWTQv23m1Ws3f//53ioqKAGjSpAmtWrWiQ4cOtGjRotYLTDoScXFxbN68WZsbronj6dOnD97e3rW8d/YjKyuLo0ePcunSJSRJQqlU0rNnT4YMGeIQx8Hw+6nbaRYeDrt3Q4cOhp1mAkOHuqOL6BqKi4vZunUrN2/eBKBPnz6MHj3auiMnVCpxo0xK0ka93AU2AsVAADAHaGK43OHD4kZrJ1JSUvjxxx8pKCigVatWvPjiixbfayVJ4sCBA5w8eRKFQsHkyZPp3Lmz0XmPHz/ODz/8zIoVfYCxgILoaJg8uXweR44Iqo/IQroJ5Ia6jENiVTer7D6XkXEIrP299vKHsZ+AT3C9+k7Lmek6WFR8VIf5O6HlIJvskkz1kNuj+sjHQ6a2qKyQ6JkzMGCAGpXqOnAM6Iir69AyMU0CCoiM9DJLTJMkibi4OM6dO8etW7dQq9UAeHl50a1bN3r06IGfn58tPqJJSkpKiI+P5/79+9y/f5/Hjx/TpEkTfv3rX2vnOXHiBB4eHrRq1YomTZrUi9iW6lJaWsrVq1eJiYkhPT0dADc3N7p16+YwQrK9SE1N5cCBA9y5cwcADw8PBg0aRJ8+faxX+NIKmBPj1LYt5OVBXJz+sjEx0L9/+XrMKXRaW0iSxLFjxzh8+DAALVu2ZNq0adXKCjeJkdz0FGAtkA14AzMBvVvl2rWiiqsdSUpKYu3atUyaNIk2bdpUax2SJLF7927OnTuHUqlk2rRptGvXrsJ88fESAwc+ICEhEs0vE2eLCKpvyEK6CeSGuoxDYMtCorL7XEbGcbBVjno9i3tRqSXOxmaQkl3IX3beICOvxOxlfb3c+HpWd/q28q8bUS/V6aAZ9F8w7L/rTeeLMyC3R/WRj4eMvTDXkRoXp2LgwCskJZ0AMsqWbgK8RWSk0ux4h4KCAq5cucL58+dJS0vTvh8WFkavXr1o3749rq6uFRe0IZcvX+b69evExcVpYzgAFAoFwcHBzJs3r1r5wTICtVrNrVu3OHHiBI8ePcLNzY13333XuqKlkxAbG8v+/ftJTk4GoHHjxgwfPpzOnTs7TKeMOYWFb92q6FDXfO8bNTLdGedobuNbt24RHR1NcXExTZo0YebMmTRt2tR6GzCSm56DENOTAR/g14D2jmdnR7qG4uLiGtedkCSJbdu2cfnyZVxcXJg5cybPPPOMdrqhSP7ppzBtmgqVKh1X1yA2bID333eOiKD6hCykm0BuqMvUOrL7XEamfmL17379LEha3biXOhX1oumgeXAUjptZgLSedb44OnJ7VB/5eMjYA3Mykt3dVXz22WX+9KdjZGRkoVCAJHkh8m174+rqUaWbUJIkHj16xPnz57l+/bq2eKi7uzudO3emV69e1hWvTKBWq0lOTiYuLo4+ffpoBfvdu3dz9uxZAHx8fGjdujWtWrUiMjKyXoq9tkKSJGJjY8nIyKBnz57a9w8ePMgzzzxDeHi4w4jJtkSSJK5evcrPP/9MdnY2IOoAjB49mpYtW9by3uljqUNdI7bPmqUviDZqBLdv67+vuT/UtkP9yZMnrFu3jqdPn+Lu7s7kyZONuqmrjUolDsL06ZAhOiGLga1AL0Rmem1kpJsiIyOD8+fPM2rUKIu/j2q1ms2bN3Pjxg1cXV2ZM2cOLVu2NFpno2nTYv761/X85S+JqNULgWaALKI7GrKQbgK5oS5jd2T3uYyMjAZb5ajXM5G0OnEvdTLqxaLc9Pqbte+IyO1RfeTjIWMPTBUR1RXSYR9wCgClsiFq9QBatOhBw4bu3L4tHKmGy2ocpzt3lhIff42zZ89qHbgATZs2pVevXnTq1MmmBSh1hfO4uDji4+O1+eYLFy6kRYsWACQkJJCUlERkZCSBgYH1Qsx1FBISEli+fDkAzZs3p0ePHnTo0KHG7lhnoKSkhDNnznD8+HHtddmmTRtGjRpFYGBgLe9dOeY41LOz9TvRdMX0iAjw9qbK+0VtOtTz8/PZuHEjsbGxAAwbNozBgwdb915gJOoFECI68GT5cvznzcMFRMHS5GQIDoZBg+wmrpeWlvLvf/+bzMxMevTowfjx4y0+BiqVig0bNnD79m3c3d2ZO3cujRqFVeiQKSkpYfXq1ezd+5ANGxoCLwF+ehFBGmq7s6U+IwvpJpAb6jJ2RXafy8jIVIbV7hH1z6GuUkv8EBPLX3b9YvYyCqBZ4wac+GB43Yh5AQtz0+Xio46C3B7VRz4eMrbCMMpF110aHg7ffqvijTeKiIvzIiQEHj3KAH4E+gPdiYx0q9JhevduPnfunOPmzbPk5eUB4OLiQocOHejVqxfNmze3uVh98+ZNtm3bphUoNTRo0ICIiAgGDhyoLSIqU3tkZmZy/PhxLl++jEqlAsRIhY4dO9K7d2+aNWtWy3toe/Ly8jh69Cjnz59HrVajVCrp3r07Q4cOpWHDhrW9e3pUVkPBUBTXFdc1OHIetkqlYv/+/Zw5cwaA9u3b88ILL1i3U8dI1AthYaR+9BHLHz8m5NEjpkdH0yApqXx68+bw5ZcQFWW9/aiE69evs3nzZiRJol+/fowePdri+3VpaSnr1q3j/v37eHh4MH/+fLy9Qyrk5t+9W0j//j+QlpaCiAp7ifBwH06c0B8h5QidLfUVWUg3gdxQl7EbWnHDSl8v2X0uI1M3sUWOej1xqKvUEgP/foiUrEKL7rR/HNeOBQNa1i0x3ZIOGbn4aK0jt0f1kY+HjC2oOsrlIbALCCI8XDgnhStdDSj1RDANuiLH7t1q7t49z6FDhygsFCOkGjVqRO/evenevbtNY1IKCgpQqVRa4TEpKYmlS5fSoEEDWrRoQUREBBERETRt2hSlUmmz/ZCpHrm5uVy+fJmLFy+SURZ/4eLiwnvvvVdv4nXS0tI4ePAgt27dAkSHwqBBg+jXr5/d6wZUhiWFRE+ehAED9OeJjMTsmgq1wcWLF9m1axcqlYrAwEBmzJhBQECA9TagUlVwnN+Pi2P9n/5E8dq1NAVeROSnA1rHOps22U1Mv3TpEtu2bQOgf//+1Yp50TjOHz58iKenJwsWLNCL8CrvSMmlSZMVlJRkkJvbFFhIeHgDTpwQ8zlSZ0t9RBbSTSA31GVsjloFcSdg4zwoyKz5+jz9YOr3QvSQHYQyMnUbqzrUqRcxHnJmehlqFRz5BI6ZkZkuFx+tdeT2qD7y8ZCxBuYWEr19O49+/Q7w9OnlsiUbEhz8NsnJ7lrRa86c8gxkQ9ErMRHS02OJidnDkydPABHfMmjQINq1a4eLDWMJ1Go158+f5/Dhw0RGRjJt2jTt+ykpKTRr1kwWzp0ISZKIj49n/fr1+Pv7s3Dhwnp3/h4+fMj+/ftJKnMl+/v7M27cOCIjI2t5zyxD13GuwdXVeIFSRxHRNcTHx7NhwwZyc3Px8PAgKiqKtm3b2m6DKhXJYWGsSU4mF/AF5gL+mukKBQQEwOefQ2ioXeJezp07x65duwDo06cPY8eOtVhMLyoqYuXKlSQlJeHt7c3ChQsJCAioEBG0detT1q9fzldf5ZKdHQ7MJSTEDVdX0ZnrqNdJfUAW0k0gN9RlbIotolzqgRAmIyOjg8ahnpMMe38H+enVX1c96YiTM9PLiD0OP443b956MmrBUZHbo/rIx0OmpphXSFTis88u8v/+30EyMwvKluwBjAQ8CQ9HO8TeVAxDVlYW+/fv58aNGwB4enoyfPhwevToYXMB9P79++zbt09PvH/ppZdsmrtebzHiotUT8gyn9+8v7MgW5DxLkqQV6iRJorS0FDc3N1t+KodFkiSuXbvG/v37yc3NBaBjx46MGTMGHx+fKpaufQzvF7oOdF1087Atcbrbg9zcXDZu3MjDhw9RKBQMGzaMQYMG2SaW6sgRGDaMp8AqIAPwBuYAIcbmt1Pcy4ULF9ixYwcAo0aNYoDh8AIzKCgoYOXKlSQnJ9OkSRMWL15MSYlXhefT48eP+fzz7/n2W4msrAWA+C0ii+i1iyykm0BuqMvYDDnKRUZGxtpYlH9dCfVANFWpJU4/SOfNNRfJLCgxa5k6l5kuFx91GuT2qD7y8ZCpKVUXEs0ENgMJZUs0IyRkHN9/H8bEiVBUhJ6QDvoxLjt2lHDjxklOnDhBSUkJCoWCnj17MmzYMJtHcaSnp7N//35u374NgJeXF8OGDbOLeO+UVCVyVyV6G8t11hXyjE13cRHb1Z3/88+R/P0pTkggz9eX/I4dyTtxgrzERLI8PXnk58eM5s1xffKk2mJ8XaOwsJDDhw9z9uxZJEnCw8ODYcOG0bt3b4e91k3de86cEfceY470Ro3Mz163p5iuUqnYu3cv586dA2yUmw6iOuvs2QDkAmuAZMAdWIhGUtbBjnEvly5d4uzZs8ybNw9PT89qrSM/P5+lS5fy9OlTWrRowbx588jNdanQcRIfH8/ly25MmlT+ieXio7WLLKSbQG6oy1gVqzlH5UKiMjIyJrDKSJf6c4+pTtRLncpMl4uPOgVye1Qf+XjIVIeqCokuXQqvvy5eBwcXkpz8b6AYGEZwcB/OnFESFgY3bsDzz5cPqdfNpU1IkEhOvsXJk/vIzMwEoEWLFjz33HN2KQx5//591q5di0qlQqlU0rt3b4YMGVJtgcfpqUokT02F3/ymcpHbmOitI5JLU6agAkp1/rwBN4UC3n+f7H/8gyc604qBfCCv7G8QEFi26jPAHs12FArQlV0UCkZLElrNzIQYT0BAvRPXk5OT2blzpzbupVmzZowfP94hC+YaGw2jey9ydYW2bSEvrzwuat06/cLFxparzYzsCxcusHv3blQqFU2bNmXmzJk0adLEehsoc6RrKAJ+Kvv/HMBoQr5CIQ5GbKzNvwOaIrgadEePmEtqairLli2jqKiIbt26MXHixArrqBgHlEt4eEO5+GgtIgvpJpAb6jJWw5oxLrL7vE6gUkucjc3gSU4hQT4N6NGiCRcePjX5undLPwCLlrHGOnq39KsbgmF9Qi5IahHViXqpU5nplj6fxvwV+rwmi+l2RG6P6iMfDxlLqTrKRQLuAa0JDxdtnvj4eEQab6NK3ecasSI1NZW9e/dy//59QBQSHT16NB06dLBN3IERiouL+fe//03Tpk0ZM2aMdYsAOgO6wvndu6J3pDKRXIcihNu1ACF0Fxj8DQAaAygUnJUkDs+eTcnOnZRmZ1dY13ygpUIBSiXnVCp2VbLLswBNuvQ1xDgIN4QY7w14lf3bDOgNWOSzNoy4qCqCxomRJImLFy9y8OBBCgpEFFOPHj0YMWKEwxVk1e3UM3Sor1snhPTsbH2R3FBM/89/YPFi4xnZteFI1s1N9/LyYtq0abRs2dI6K1epICICkpK0nUulgArQBFVJlMcw6vH55/DWW3a7zs+ePUtSUhIvvPCCxff9e/fusWbNGiRJYvTo0fTXsZobdvwWFSXw+PFaYCDh4QPk4qO1hCykm0BuqMvUCKuIWfXHGVqXqEokf5pXxF92/aIn3CkVoNa5uxq+9vUSOYiZ+SVmL2ONdTRr1IBZvcOJCPAyKcbLYrsDIxckNQuVWuKHmFj+susXs+avc5nplhQfhTrdseKIyO1RfeTjIWMplUW59Or1mMePdwMPgcmEhHTh0SPzxSoXl1yOHz/OuXPnUKvVuLi40L9/fwYNGmT9iAMD4uLiuHz5MpMmTdKKNrm5uTRs2NCm23VIjEWolCEB2cBTRL7y07K/0YDmDnIMOFTJ6hcAEWX/Pwfs8vKC/PwK87kixPFWZa9/KVu3a9mfG+XiuBfwLOVFE0vL9tVqyee6ERdQ8fiEhsIrr8Azz9QZYT0vL48DBw5w+fJlQEQbjRo1iq5du9qtQ8sSTHXyQcUOO11xXYM5nXz2Ijs7m59++olHjx6hVCoZM2YMvXv3ts5xj46GqVPF/w3kSAnYjxDVh2BEULdTZnpWVhb/+te/UKlUDB06lKFDh1q8jjNnzrBnzx4UCgUzZ86kbdu2Rp9fFy6cYv78fYh+vCmEhHSSi4/WArKQbgK5oS5TbawlXsnuc4ekMqE8Li2PdWfjScku0s5vKE47M8bEeEOxXXa1OxjWdKjX4YKkKrXEwL8fIiWr0KyYFwXg5+3O/xvXjmaNPZ3/Orek+Ggd71hxNOT2qD7y8ZAxh6qiXL7+upCXXjpMaupZyuXL0UAvswqJFhUVcfLkSU6dOkVxcTEAbdu2ZcyYMfj5+dn0sz19+pQDBw5w8+ZNAF544QW6du1q023aHUvc09HRlE6ZQgZiDIGm++IKcBwhmhvzoc8DIsv+fw44iBC3PY38dQU0Z1UTzeJGuUDuCrhgwhVbmygU4OcHGRkVBMgKGArrTpzD/vDhQ3bt2qUtthseHs64ceNo2rRpLe9ZRSwpJHryJOjWtAwJgdOnRY767dv6rnXNvcqeDvWSkhJ27tzJlStXAOjatSvjx4/H1dVoAItlmOgsiwdWlP2/F/AcBiM37JiZfvHiRbZv3w7AlClT6NSpk0XLS5LErl27OH/+PO7u7rz88ss0aNDUaGfLmjX7eeONk2RnuwIvASGyiG5nZCHdBHJDXaZaWKOQaB0Wq5wNQ9HcHDd5fcccV7tTC47OjNU6+eqmI7k6mekanD7uxaLioyBnptsPuT2qj3w8ZKqisiiXAQMkEhIuI2TTPAACAjrw3XejmTWrcZWFRHfuLOXOnXMcP36c/DJHckhICCNHjiQyMhJboVKpuHPnDhcvXuTevXvaHF57FTG1OYaxLN99J6IcNBi4SktLS0lMTCTu/n1ip00j8elTVJTFqpQtcgnYVvZ/F4TI3qTszw/hBtckOZuMhqjPGMthX7zYaRzsKpWKM2fOcOTIEYqLi1EqlfTp04ehQ4fi4eFR9QocjIoZ2YLmzYVIfvu2KFZqLEfdng51SZI4ffo0+/fvR5IkmjdvzowZM/Dx8an5yjX3iaQkeOcdSEsD4CyivoAEdAAmY5CdbsfM9P3793Py5ElcXV2ZP38+YRaq2iqVitWrVxMbG0vjxo1ZvHgxKlXDCp0tarWajz5ax//8z11E8NQrxMR4y8VH7YgspJtAbqjLWIRaBXEnYOM8KMis5kpkl5+9sdRdLlNzZGG9lpHvVZVSncx0qCNxLxYVHy1j/k7R6StjM+T2qD7y8ZCpisqiXLp02cbTp5fK5gwkKOg5zp+PrLKQaHy8mri4K1y4cISsrCwAAgICGD58OO3atbNpbERBQQH//ve/ycvL077XqlUrRo8e7ZAOW7OoKs/ckLLjm/Dtt/zs7k5iYiKlpaWiIuOPPwLQAJgItC9bJAdIQ4jljbAwX9wcAgOFkGdMHinLSDeVyV4nsFNkRk3Jzs5m79692hEcjRs3JioqihYtWtTynpmP4ciYVauE+zw+Xn8+V1fRCdinT+0XI71//z6bNm2ioKAAHx8fZsyYYd0CsAZxLzeAaMTok0hgBuUZ6lrskJmuVqtZv349t2/fxtvbm8WLF+Pr62vROgoKCli2bBnp6emEhYUxf/78Cq7+hAQYPLiQuLilQDrQgrCwecTEuDhE1E99QBbSTSA31GXMRo5ycRp0hfO6HsPiLMjCei1RHdHUkDo6esbSzHQNCqBZ4wac+GC4817Dlj7PBv0XDPvvOnX+HQ25PaqPfDxkDDEWjaArIkVEwJo1GuEpHliDSNPtQ3i4S6UZw40aSdy6dYtDhw6RmpoKiEKiQ4cOpWvXriiVVpdnKSoqIikpSc/hvnz5cp4+fUrXrl3p1q0b/v7+lazBwTCMaUlNhd/8plLhvBRIAuKAcMpc5goFSc2asXTRIlAqadiwIS2Tkoj44gsiEC5zuzx5Ne7Wzz6D6dPFe7oSiaZT5f334dNPK06vKxiLzHDggqZ3795l9+7dPH36FIVCwaBBgxgyZAguDrJ/pqisY7BvX3hk0FxzpGKkGRkZ/PTTTzx58gQXFxfGjx9Pt27drLcBg7iXB8BPQDEQAsxB1CPQww4dQMXFxaxYsYKUlBSCgoJYtGiRxTUz0tPTWbp0KYWFhXTu3JnJkydrO2x1n2+hoWlkZy8lJ6cIGEl4+EC5+KidkIV0E8gNdRmzqFGUiwK8/GHsJ+ATLBcStTLmxLLIOB6ysG5H5KgXk1iama7LmkV9GNA6wCb7ZRfUKjjzLez7vXnz18Hz70jI7VF95OMho0tlxfpOnVIzaNAFVCoV0Ff7flhYIcuWNahSaHr6NI6DBw+SWCbSeHp6MmjQIHr16oWbm9VKQgIiDiExMZGLFy9y48YNVCoV7733njayJTs7m4YNG9pEuLc6VcW0mCAPuAbcARIATTWeHsCEsv+rgYvffkvElCn4+/ujOHoUhg2zwYcwgaF4bCy3OSwMvvjC9HTDyBQb8QBIRnRKDETE2wCcB2LL3i8x+LcUWIzIigcoQmTBm7zqdCMztm1z+IKmRUVF7NmzR1uMtHnz5kRFRdm8rkFNqCyqauBAfVe6q6uId9HgCMVIi4qK2LJlC7du3QKgT58+jB492nodGCoVfPUVvPsuAI8QXaX5wEygreH8dspMz87OZunSpfTp04cBAwZUa9TSgwcPWL16NWq1mhEjRjBo0CCjHSsPHtxh6tQbpKWNB9wICUEuPmoHZCHdBHJDXcYkmuJ9Ocmw93eQn16NldTdaITaoiq3uYxzIgvrNkZzP8t9DOn34chfEfcnSx73dfN+Vt3MdF9PN/42pZPzRryAhZnpdfP8Owpye1Qf+XjI6GLKrXnlShojR0aTlvYIkZb7FtBYW5yvskKiubm57Ny5Uyv8uLm50a9fP/r370+DBg2s/hkyMzPZtGmTVrAH8Pf3Z8qUKYSEhFh9e1anmsK5dnFEscBkhFCuwRuIANoBHXUXWLtWDC/QbDsiQmzPGjKFocht+FpXJNd+gCpc2IbTDYt4GnPoV7UfVYjxF4HtmheennxQUIBn2cvtZdNN8S4icRlE7vQVoGnZX7Oyf4MQAruWjz6CP/+56nPgIHEwN27cYMeOHRQWFuLu7s6IESPo1auXw3ZUVVU8eelSeP31ivnp5tzv7IEkSRw9epQjR44AIppqxowZFru0TWJwH0gHEoEupua3U2Z6UVFRjfP4z58/z86dOwGYPn06oaHtze5YkUV02yIL6SaQG+oyRpFjXByS6uYayzgfsrBuY2pyj6uDUS81yUx36rx0sDD+Ry4+aivk9qg+8vGQqUxUCguT+OCDi/zxj3t5+rQEpbIBavVwoCegrNKhmZR0k507d5Kfn49SqaRnz54MHjyYhg0b2uSzPHjwgE2bNpGfn4+bmxsdOnSgW7duhIeH2zR33WoYc1wbIAFPEVEtj8r+dQde1Jnn34g881CgMyLjOAATUS2HD4uTprsPOlnJJjEmin/2GQQEmBa5DV/bylFdldhe1WsDMf4wcLRRIxg7lp6tWjHqk0/wUChAkngApCKEcFedfzX/b0Z5ocbvEOfMEAXgD7ymmdfPj+KMDMyWRT/6CP7wh1p1p2dmZrJlyxYePnwIQHBwMOPHjyc0NLTW9skcTHUenjkjhFRdRzoIoX3dOpg7t+Iy9ubWrVts3ryZkpISQkNDmT17Nt7eFcJXqkcl94FcxOiKCoFYBw/CiBHW2X4VFBYWcu3aNXr27GnxvX3Pnj2cOXNGW8C0UaOwCnFmIG4JAwZIQAzQiZiYxnLxURsiC+kmkBvqMhWoaYwLEvR9A9o+L8e4WAGNA/3gzRSWx8TV9u7UCMNsdsPXTbzckIDM/BKzl7HGOpwBWVi3ATUtSFrHoj4095qU7EL+svMGGXklVS5TJ/LSwfKOFbn4qNWR26P6yMejflNZzMGAAYUkJOwAbgCgVEaiVk8mMtKnysxgF5d8YmJ2c/36dQCaNWvG5MmTbVrMMy8vjy+++IKSkhJCQkKYMWMGjZ1B3dCIvtu2CXe2CY4BDxFCbIHBNDfgvymPDElCONB9K9tuZS5SY4J+8+bipGtiRewlitcWOmJ8gZ8f/3fyJJJCwXvvvYfPgQNVdngYQw08AR4DKWX/PkbE8DQBfq0z7w9AFtC67C8CI8UedQkJgVdfrdXYF7VazcWLFzl48CCFhYUoFAp69OjBiBEj8PT0rHoFtYCxe6BuZ6KrK7RtK+YzPN2O4FBOTExk7dq15Ofn4+/vz9y5cy0uxmkSI/eBXOBHoBBYgIGY7ucn7Pw2HiGhUqlYsWIFSUlJDBkyhGEWxlHpFjD18vLi5ZdfrlAno/waOIAQ0kMIC1tITIybXHzURshCugnkhrqMlpqKSiA70K2As0a3GIrTwY0b8Mdx7Wni7a7Nb+/RogkXHj41+bp3S5Hdp5v5XtUyNV2HsWNsTIx3NGRh3YrUtCDp0N/D4PfrVKehJu7F3KPxx3HtWDCgpXNfg2oVHPkEjv2j6nnl4qNWR26P6iMfj/qNKTdmbGwpXbv+h+zsdIQ8OwLoT2SkwqjYpBttcOvWLXbu3Elubi4KhYKBAwcydOhQuxQhvHTpEvHx8YwbNw5XV9eqF6gNDKNbli6toNBlIHLNdaMU1gB3y/7vgnA6hyKKAIZSiePcGObkGjtwocva4OuvvyY1NZUXX3yR1q1bm3UezUFCiJO5QLBCAX5+SOnpfIoQ2DW4AGGUC+vNqlqxYceHHc9fbm4uBw4c4MqVKwB4e3szevRoOnfu7JAjQ3RH5RjeE9etE0J6dnbFYqQxMVRwKNcGaWlprFq1iqysLHx8fJg7dy5BQUHWWblBZnoeQkh/AjRCiOl6ifgKhc3z0gHOnDnDnj17ABg5ciQDBw60aPni4mJ+/PFHkpKSaNKkCYsWLdK6+XWfbc2bZ5KV9R05OflAZ8LCJhMTI65hufiodZGFdBPIDXUZoOZRLnUw6sBeOItwbkwon9mrXMg1Jmg7i6hmWLDVUIw3dl4czdUuC+s1pKb3QJ9geO7/6lQn4t7ryfxu8zUyC8zrUApu3IAPJ7R37piX2OPw43jz5q1jIxJqG7k9qo98POof5uQDC7f5CeACMAVojquriHHp06d8XbqOvOjofE6e3MO1a9cACAwM5IUXXrBZtENmZiZ79+6lZ8+eQth0BkxEtxQDccC9sr+Msvd187XvIyJdQhC52jX6FWQsm1ymUjZt2sT169dNi3ZVCetVFUXVCMx//jN8+CFFlF8T9ym/JgBaAvN1XhcCVVYbqIVCpXFxcezatYvU1FQAIiIiGDduHIGBgTbdbk2wpBhpZCRs3y6cyMZEVHvGfmRnZ7N69WqePHlCgwYNmD17NuHh4dZZuUFmusaVnooQ0xciRlQAdstLB4iJieHAgQMAjB07lr59+1axhD65ubksX76cp0+fEhoayoIFC3j82K1C53JCQhzPP7+SrCw1MIqQkAFy8VEbIAvpJpAb6jI1j3JBLr5mAc4gnJvjJq9vQq2h2F6Vq722kYX1alDjUTmKOncvjLmbxpzlZ8yaV3N1OXVmulx8tNaQ26P6yMejflGZSNS/fw6JicWUD9aXCAsr5qefPJgzB+LijIsGiYmQnHyLo0fLXegDBgxg6NChNnGFl5aWEhMTw/HjxyktLSUwMJA33njDIZ2uQKXRLfeAk4jIFl2J1QUIB8ZghvPYHGrRnVxXOHv2LLdu3aJr16507ty56gUqy2k3VkRW07kxaZLRgq8ZlIvqrYDeZe/nAv8Egsveb424dqr8NtipUKlKpeLUqVMcPXqUkpISlEol/fv3Z/DgwdYrjmllLClG6uEBTZvq14rQXcaesR8FBQWsXbuWhIQEXF1dmTZtGm3btrXOyjWZ6WXXZC4ifigN0dm3EIMoqc8/h7fesvl95siRI9qiqxMmTKBHjx4WLZ+Wlsby5cspKCjg2WefZcyY6Tz/vLLCM3LnznPMmbOL7GwFMAdoLYvoVkYW0k0gN9TrMXKUi91xlGKhVbnLZdHVchy9g6ROuIXtRU2iXurY6ByVWmLg3w+RklVo1pGoE5npcvHRWkFuj+ojH4/6hakol+PH7zF+/Bays72AVwA3QkLg9OnKY1wKCgrYs2cPV69eBSAgIIAXXniB5jYa437nzh327NnD06dPAeFwff75560XY2BtDBzojxDOTU1a9A1gY9n/fYFnMDMPuypk4dzxqSw6x9yCr8At4CeD9xoBnRDRQFV+M955R4j3Nr5GNCNIbt26BYC/vz/Tpk2jWTOrdBXZDFP3TEOHum7hZVP3S3tQUlLCxo0buXPnDkqlkgkTJtCtWzfrrDw6WtxXMsT4iByEmJ6OuH8twEBMt0NnjSRJHDx4kJiYGBQKBVFRUXTq1MmidcTHx7Ny5UpKS0sZMmQI3bsPq1B8VJIk/vGPnXzwwQXE+I/FxMT4y8VHrYgspJtAbqjXU6odY6AAL38Y+4mIMpCLiVaJIxQLrUsxLM6CownrZWWAeWlABKPaN5PPeVXUNOqlDsV+aPLSwfxuBafPTJeLj9oduT2qj3w86j6VuSvDwlS8/vrP/O1vJ8nOBhEaMhtorCcM6S6ncVimpNxm586d5OTkoFAo6N+/P8OGDbOJC/3p06fs2bOHO3fuAODj48OYMWPo0KGD4zrRy8RQSZKIBU4AD4BhwJCyWQqBywjx3B8LMs51CQuDzz6DgAA5z7wuYSIGyBi5CKf6PUSOvq6NagpCVK8SO3W+3L59m127dpGdnY2rqyvPPfcc3bt3d9jvsalRPFAupj9+DEVFQjSvqhCzPURWlUrFjh07uHz5MiAyxAcMGGCdY/zzzzBypPalRkxXI+KGfHXnNacWgxWQJIk9e/Zw8+ZN5s+fX63ooGvXrrF582YUCgXz588nIiJCb3pCAgwZoiI29kdEl+gUwsPbVfqMlMV0y5CFdBPIDfV6SLWjXORh7OZQ2wKqsVgWWTStfWr7ujBEjn4xgxqN2qlb98vqjKZx+lEQcvFRuyK3R/WRj0fdprIol379MkhK2oQQBQB6ExY2mmXLXCsVglxdCzh1aq+2kKCtXegAv/zyC+vXr0epVNKvXz+GDBniOLEQxpzFgLpFC24lJXGC8iOsBHoBz9Vke7LbvFYpKChAqVTi4VGjMQPmYZi7bhgHY4RS4A5wFdFx8w7gVTbtDpAPtMOMEQ82dBPn5+ezdetWbcdYp06dGD9+vH2OaTUw7IzUJTFRTJ84UXROaqiqI9LWIquuUxugX79+jB49uuZiukFeOkA2Qu0x+pHslJkuSRK5ubn4+PhUex3btm3j0qVLNGrUiNdffx1PTzF2SL/4aC4lJVk8fixqf2jOM8jFR2uKLKSbQG6o1yNqGuUix7hUSW1Et8ixLM6JownrTi962pKa1JGoQ1EvKrXEDzGx/GXXL2bNXycy0+Xio3ZDbo/qIx+Puo2pWIIDB64xZcpOcnKKEEEjkwgJebbKKJc7d+6wY8cOrQu9X79+DBs2DDc3N6vutyRJ2mtT8/rw4cN07tyZgIAAq27LYqoSN5s35/L48Rz/9lvSy95yA7oD/TBwbJqDLJw7DJqCo5MmTbJeXIYlqFTw8cfw4YdmzV6CuPY0LAcSyt5rC3RG5KpXejV99BH84Q9Wv+YkSeLUqVMcPHgQtVrtNFEvpjh5EgYMKH9tTjSWPTh16hT79u0DoHPnzkyaNAmXmp7LKqKH7iBqO+i1KA4fFgfBTqSkpODp6al9hphDcXExS5YsIT09nXbt2jF9+nSSkhQVnqGgG+tTQkiIm1x81ArIQroJ5IZ6PaEmMQV1SAiyBfaObpEjOuomtS2sy9dVFchRL0A9zEyXi4/aDbk9qo98POoeVRXK++47idmzfyQjIw5oAURRVZTL1q2FnDq1VxsV4O/vzwsvvECYDdSCtLQ09u7dS1JSEm+99RZeXl5VL2QvzInbUCjYJklcQnRR9C778zZ3GwqFEKfslF0tYz579+7l9OnT9O3bl7Fjx9bejlgQ+6JBAo4jnOppOu97AR2BrkCIqYVDQ+Ff/7KJOz0hIYFNmzaRlZWFq6srY8eOpUePHg4b9WIM3XusLprCpLUd9XL16lW2bt2KWq2mdevWTJ8+veYjekxcg7eB9YhaEPPREdPXroVZs2q2TTO5ceMG0dHRhIaGsmDBApRKpdnLJicns2zZMlQqFePHj+eZZ3pWMqormaSkn4BRQEdZRK8hspBuArmhXg+Qo1xsRm050GXncN2ntoV1P293XugaIovquqhVcOxTOPLXaixcd+6n9S4zXS4+ahfk9qg+8vGoW1QW5aJbGE8Mxr9CWNgAli1TVir0pKc/4Oeft5KdnY1CoaBv374MHz7c6i70vLw8jh49yvnz51Gr1bi4uDBt2jSeffZZq27HYjQO9G3b4IsvKkzOBc4gxMimZe+lIbKqewAWy1VhYWI7NswUlqkely9fZuvWrURERLBgwYLa3RnDkRFLl5olrEtAMkJQvwbklb0fDiykkpx+hcJmWdeGUS8dO3ZkwoQJDhv1oouh23zVKqEXl99rBbUd9XL37l02bNhASUkJoaGhzJkzp+adlCoVfPUVvPuu9q1MRGZ6JqLuwwLAB+zqSM/IyGDJkiUUFRUxZMgQhg0bZtHyGhe/q6srr7zyCh4eQUajfb766hBvv30MMcZjMTExQXrFR+XCo5YhC+kmkBvqdRg5ysUm2NuBLke3yEDtCuty540B8gif+peZLhcftTlye1Qf+XjULUxFuRw8eIOZM1NITx+hnbeq6IHgYBUHDx7k1KlTgHChT5o0ifDwcKvusyRJnDlzhsOHD1NUJNobbdq0YcyYMfj7+1t1WxZjwnWpESMvIoqFliJiMqolMcrRLU5DcnIyS5YswdPTk9/+9reO5ZquRp66GpGjfgURPdSy7P0cILXstfYT2jjr2ljUS1RUFKGhoVbflrUwdb9NSIC+feGRTlPOEaJeEhMTWbNmDQUFBQQEBDBv3ryaP/eNZKZnAt8DWUAAsCA0lIYPH9r1vnb9+nU2bdqEQqFg3rx5tGzZsuqFypAkiTVr1nDv3j2CgoJYvHhxhY7jhAQYNEjNw4drEWV+m9Gy5WKOHnXRO8dy4VHzkYV0E8gN9TqKLPRYDXsLmLJwLmMOtSGsy7EvOtS4o9L5o17qXWa6JcVHo5ZC5+m236c6hNwe1Uc+HnUPXZGmZUuJ9947xu9/f5jsbIB5QCRQuUNy8+Y89u3bwMOHDwHo1asXo0aNsnqBT5VKxaZNm/jlF3F/Dw4OZvTo0RaJHjZDkwOs83O9AOHivQik6MwaCgwCjHrnNVEthq/l6Bano7S0lP/93/8F4Le//a1jxQ4ZUk3HOsBh4CjCUdwL6IKIKRITbess1o16sWUdBmtg/gggQfPmwsD93nsVxXd7uZdTU1NZvXo1WVlZBAYGsnDhwppfx0Yy058inOlZQPPXX2f+Z5/hdvq0flFmG9/3NMVDPT09Wbx4MX5+fmYvm5uby7fffktubi7du3dn4sTy31G6z1gXl1xUqm9QKPKRpGFERg5h7VqYPVsuPGopspBuArmhXgeRo1yshj2iW2ThXMYa2FNYd2pnsbWxKPZDl7pxv613menmFh/18ofxXzj1ubU3cntUH/l4OD+GmeggfugPGVJKbOx2RIgDQD/CwkZVGeWSm/uI3bt/Ijs7Gw8PDyZPnmzTeJUdO3Zw+fJlxowZQ69evRzD5atxWRoIj18jnLoArkA7RHxLC0xEYnz0UUUBU45ucWo++eQTioqKePvtty0S5modw4giww4eHY4ApwBN694NEV3UCwgxzLrWFeytJJDm5+ezZ88erl27BoCfnx8TJ04kIiKiRuu1BVXVpNDNSNfF0MFuT/dyZmYmK1asIDs7m5CQEObPn1/zGB0jo3fSQ0JYNnw4BcXFdDx4kCkZGeX3yebN4csvbXofLCkp4fvvv+fRo0cEBASwaNEiGjRoYPbyDx48YNWqVUiSxMSJE+nevXuFUQhr18LUqddJTNyEUumCWv0arq6BlJbKhUctRRbSTSA31OsY2sJo1XCiy1EugO2jW+SijjL2wJbXsXwNG1CTEUBeAfCbX8DVum5Ce1KdzPQ1i/owoHWA7XbKVlhafNTJO0rsidwe1Uc+Hs6NKUdkXl4eH3ywnq+/jgeUwDhCQnpUGS1w+fJldu7cSWlpKQEBAcycOZOAAOvfQ1UqFS5lYltpaSmpqakEB9dSp7kxIfD4cXKHDeMaolCoRhY8BtxAxGB0Rsela4huDAZYXWiUqT0+++wzsrOzeeWVVwgJMVme07Exo1hpEWL0xTngsc77LT/4gHmffCI6vIytx4oC6Z07d9i5cyfZYjgNPXv2ZNSoUQ6bnV5Z1EuvXvBY50BGR8PkybUX85KWlsaKFSvIz88nIiKCOXPm1Nz1b+ReGvvdd6x64w26AeMQTyNA3CPBZrn7GnJycli6dCnZ2dmMHDmSgQMHWrT88ePH+fnnn3F1deXll1/Gyyu4wjM3Pl6iZ8+1pKbeRVNtICJCwbFjsohuCbKQbgK5oV6HUKvgzLew7/eWLSdHuWixlwNddvPK2BNbX9dyYVJqFvVSB9zLll5jvp5u/G1KJ+e8D5o9CkEuPGoJcntUH/l4ODfGhJsGDVL55JO1fPHFUySpATAdiKw0ymXXLhWnT+/j7NmzALRt25bJkydb5N4zB5VKxYEDB0hNTWXOnDkolcqqF7IlBkKgGrjftCkXu3fn9p49qIFpQIey2VUIIajS1oedBCKZ2mHfvn0UFxczYMAA53KkG2JmproEJCAE9ZuNGtFt5UrGT5oE0dFIU6aQDRg1UFspuqiwsJADBw5w4cIFAAICApgxYwaBgYHVXqetsCTqxdUVvv8e/vAH06ODbB31kpyczA8//EBRURFt2rRhxowZ2g5Oq1A2sudxYiJBGLlv2jh3X0NKSgq3b99m8ODBFo94kiSJdevWcefOHZo0acIrr7xCcbFnhVFg+/dnMWbM10AEEEVMTAO9wqMyVSML6SaQG+p1hGo5IutGtEBNsbUDXY5ukXEE7BX9Uu87imoS9eLk9+LqZKY7bV76ze2w813IT6t6XrnwqFnI7VF95OPhfFQVJfD66zf4/e83IklNcHGZzQ8/BFYq1igUuezfv1Gbhz506FCGDBli9YiV3NxcNm4s387cuXNp1aqVVbdhEToZ6JmIoqGXEJm+GpoDQ4HWlqzXSaNbJEkiNzeXtLQ00tLSKCgoQK1Wm/2nUqmQJInGjRvTrFkzmjVrRmBgIK6urrX90WTMQaWCjz+GDz+sOK3sXpC3ejXqCRPw8fKCiAgSExNZgYg3GgI0NLZeKznUY2Nj2bJlC9nZ2bi7u/PCCy/Qvn37Gq3TFlR1f/74Y1i4EEpLy5eprJPT1lEvDx8+ZNWqVZSWltKpUyeioqKsd+8/cgSGDdN7S4UY4aA3luPzz+Gttxx2pE5BQQFLliwhMzOTtm3bMnPmTL1jVH6OM4AmgEKOdakGspBuArmhXgeobia6HOViE6euHHsh4wzYugOpXl//1Y16qQOjgyzJTHf6vPSrGyB6cdXzTVkOnabafn+cHLk9qo98PJwL8x2Pl3FxeYaYGG/69DEdH5CUlMT69eu1eehRUVG0bdvW6vsdHx/Pxo0bycnJsUvuepXoZKBnAV9Q/uvGE1FcsZtSSVNJMpkjraV5cxGC/MwzThHdolarefr0KWlpaaSmpmqF87S0NAoLrTuiUKlUEhgYSHBwsFZcb9asmdVHOshYEWNxLYadQ2UCaQxwoGwWd6Af0B/QC16x4giNvLw8Nm7cSFxcHAADBw5k+PDhtT+yxQSmol62bNE/FE2bwrlzlcdu2ZK7d++ybt061Go1vXr14vnnn7eOmL5unai6WUYJsAGIA+YjOiq12CEzHURu+vbt2+nSpQutW5vfRZqcnMzy5cspLS3Vi4gxPF+rVsHcuRXPuUzVyEK6CeSGuhNT3SiBOiDW1AR7ONDrtSNXxumwZfRLvf0+1CTqpVEIjP2703ZyajLTzW1IrVvcl36t/G26TzbB3MKjY/4KfV6rl89bS5Dbo/rIx8O5MCbMhIaq2bz5OG+/3Z2UFB/tvJoMXg2GLsfYWNvnoUuSxJkzZ9i/fz9qtZqgoCBmzJiBv78d78VGcnulY8dQDB+unWU5onhoD+DZsv9rMSzKqHltpegKW/L06VMSExP1RPP09HRUKpXR+RUKBX5+fgQEBODt7Y2LiwtKpdLsP4CMjAxSUlJISUmhoKDA6HZ8fX1p1qyZnsDe2NYVFq2EJEkUFRWhVCpxd3feujOVUlUBUR2BNA4hpmtCYbyBwUBPymsLWDPCQ61Wc+DAAU6dOgVAZGQkU6dOxcvLq0brtQXGOj51hVddmjeHr76C996rKMLaI+bl+vXrbN68GUmSGDRoECNGjKj5Sg0c6WpgHXAX8AJeBrRPAjtFYh07doxDhw7h4eHByy+/TFBQkNnLXrx4ke3bt6NQKJg3bx5ubi2NdpTcvVvAoEH7ePy4DZGR7e2We+/syEK6CeSGupMiR7lUC9mBLiNjHN0Opi2Xk8jIK7Hq+t8d2YZfDW9d/74b1Rox5Pz36r3Xk/nd5mtkFlR9Hf1qWGveHdXG+a4NSwqPOnnniD2Q26P6yMfD8aksKiAsrJg5czbzzTe3yc4OARahKedmzA2XmAheXvbJQwc4cOAAMTExAHTs2JGJEyfaV3w0cNdKwO2mTTnaoQMvHjqEd9lspRiI5xreeUcIO5W5cx2I4uJi4uLiuHfvHvfv3yc9Pd3ofG5ubvj7+xMYGEhAQAABAQEEBgbi5+dntSgWSZLIzs4mOTlZK6ynpKSQmZlpdP7IyEiGDx9OcwdXnHbs2MGFCxcYNmwYQ4YMqe3dqR0MBFIJuAUcBDRXXBjwEga52AcPCiHdCoV3r1+/zrZt2ygpKaFx48bMmDHDIYu/6t6/Dd3L//ynSDQxrPlqWKjUXjEvFy5cYMeOHQCMGjWKAQMG1GyFmpE/SUnazshi4AfgEeCHENM192F7ZKarVCpWrlzJw4cP8fX1ZfHixXh7e1e9IOKetm3bNi5fvoy3tzczZ77K9OmNKowQO378ONHRP7NyZUNat36T/fs9bXre6gqykG4CuaHuhMhRLhYhO9BlZCzDVt+ZZo08+PPEDvXvu2JJnrYW5y9UGXM3jTnLz5g1r9PeRy0pPApO3Tlia+T2qD7y8XBsKoty6d8/m8TEtUAKQgZ+gfDwjqxbZ3pouWFO+bBhw6pVgM1cUlJS+P777xk+fDi9e/e22Xb00Lhpt20TgncZT4E9wJ2y1/2B0VWt6/BhIfZV5s6tRSRJIjU1lXv37nHv3j0ePnyo5zZXKpWEhoYSGBioJ5r7+vra51wYoaCggMePH+sJ7KmpqajVagCeeeYZhg0b5pCiKMD+/fs5efIk/fv3Z/ToKq+guokRgRSE4/gScAThSu9V9r5mDoWfH2RklK+nhnEeT5484aeffiIjIwNXV1fGjx9P165dq7UuW2Mq5iUhAXr1gsePy+fVjCaqjZiXmJgYDhwQgT0TJkygR48eNVuhphYFaK+VXMQooKdAKLAAcNNd5vBh8cFtRH5+PsuWLSMjI4OwsDDmz59vdgdiSUkJy5cvJyUlhfDwcF54YT75+S5656W0tJRvv/2WBw/S6NWrO7Nmye1xc5CFdBPIDXUnoiZRAfV0aLktHOhy8VCZ+oQtvkP1cvRGaTF89izkG3ehmWTedoh0TmeVpXnp4KTFR80eIeb8nSO2RG6P6iMfD8fGlPhy7twjRo5cR3Z2DsLPN4uQkOacPm06Z9fFJZl169bZNA+9qKiIuLg4vfUWFBTg6elp1e2YxEi+cylwouyvFBE30R8YpFTibioD3Q7OyOpSWFjIgwcPtOJ5dna23nRfX19at25N69atadmyJR4eHibW5DhkZmZy9OhRrly5ohXUn332WYYNG0bTpk1ree/00URDdO/enYkT67FAZkQg1VCM+J5pvjnXgQvAKAyKTGr46CP4wx+q9V0rLCwkOjqaO3dEF1mvXr0YO3YsLg72vTXVKRofL9Gnz01SUs4gwqW64OoKGzbA++/XTtb2wYMHOXHiBAqFgqlTp9KhQ4eardDIfTkdIabnA22BGWjGUgGrV8OcOTXbZhWkpaWxbNkyCgsL6dy5M5MnTza7czEjI4MlS5ZQVFREv379GDNmTIV54uPj+eabFRQXw1tvzadly5Z60+0R1+NsyEK6CeSGupNQ3eJ19fCHu7XdtHJ0i0x9x1YOdad1IVcXs93LOnj6woSvnNbFrMlLh6o/sVMXH1Wr4My3sO/3Vc87f6eoUSKjh9we1Uc+Ho6PoSj+ySf3eeWV9WRlFQNBwGzAl/BwOHFC37WuiQT48stfOHAgmpKSEpvlod+/f5/t27eTk5PDokWL7O8o1gh7Oj+v7wK7Ec5HgEjgeUDvkxvLQAebZ/VaQlpaGjdv3uTevXskJiZqxWYAV1dXIiIitOK5v79/rbnNa0p6ejpHjx7l2rVraGSSDh06MHToUAIDA2t57wRnzpxhz549dOjQgWnTptX27tQuxgqTGiAB3wCpZa87ACMQsR561MCdLkkSx44d48iRI0iSRFhYGNOmTXO4Z5puzIvY57tMnXqItLQUmjQJ4NNPF/Hqqw0oLS1fxlREly1FWEmS2LVrF+fPn8fFxYWZM2fyzDPP1GylKpUIgX/3Xe1bCcCPCAH9ZUDbZRYYCN9+a/P774MHD1i9ejVqtZoRI0YwaJD5beZbt27x008/ATBt2rQKnQ1ZWdCnz04ePz7PO+/48fvfv46bm/Dd2zOux5mQhXQTyA11J6C6US71cCi5rRzo9Ursk5GpBFt8x+pVfnp161s48X3c0mtmzaI+DGhtXSHJLlzbBJtfrnq+qKXQebrt98fJkNuj+sjHw/EwzEQHXTFdDXyHiHOJJCxsOsuWNWDxYoiPryi6JCRIXLt2nLNnDwHQunVrpk6datU89KKiIvbt28fFi6Izs0mTJkRFRRFmL/sklEdNGAh6u4BzgA8wFmiPQWazA2egFxcXc+PGDS5dukR8fLzetMDAQK1wHh4erhVo6gqpqakcOXKEGzduAKIIaqdOnRg2bBhNmjSp1X27fPkyW7dupXXr1rz44ou1ui8OgWGUkmHHFJAJHAauIlQGJdAXGIZBpAfUqIjv3bt32bx5M4WFhTRs2JBp06bRokWL6nwqmxIfH8+GDQf4+OMEMjOhSRMP/vOfvkydOpjt213Kbj0FgCdLl8KiReXL2kuEVavVREdHc/36ddzc3HjxxRdrfiyNRALdRtyf9bpd7diZef78eQ4dOsTMmTMJDw+3aFlNDRB3d3def/11vXtTYiIMGlRIXNzX+Prm8M03g5g1a0StxPU4C7KQbgK5oe7gaIuZWepEp15loqvUEv8+dJfPD96t8bpkB7qMTOXYojBpvcpPr05Ml1cA/OYXcLVjMTgrolJLfH7gNv8+fL/KeX093fjblE7Ody3EHocfx1c9n5c/jP+iXjybLUFuj+ojHw/HwtTwf4AtWzSaQhZwkuDg0Zw542IyyiUkRM2OHTu4dOkSAH369GHMmDEolcqKG64mGRkZrF27lrS0NO02RowYYfuCohrxTpNbrlLByJHkA4WUu10LgFPAAMBowIkDZqCnpqZy/vx5rly5QmGh6BhWKBS0bt2aZ599llatWuHr61tr+2dPHj9+zOHDh7l16xYAHh4eTJs2jdatW9faPmmcqM2bN2eRrsIpY9yh7u8PZUVvU4CfESNFAJoAk4AIY+uqpkM9IyOD9evX8/jxY5RKJcOGDWPgwIEOM0qjqKiIf/zjH+TmlrJ2rRslJb05enQAbdp4kZAAgwal8vDhA+A+MBtXVzHSqE8f+2emq1Qq1q9fz507d2jQoAEvv/xyzUeGGBk5pItEWWenHeO18vPz8fLysng5tVrNDz/8QHx8PG3btmXWrFl600Utk1skJv6En19jtmz5FQsXutVKXI8zIAvpJpAb6g6MJUPFdfH0g6nfi6Hj9SDOZe/1ZP68/SYp2dZxyMoOdBkZ87F27Eu96sCydLSRkwuwp+6nM2vpabPmVeCEeenaju9kzAqyceJRBrZAbo/qIx8Px8JUJvq+fWmMHx+gN+S/siiXHTtK2L9/I3fu3EGhUDBu3Dh69uxp1X19+PAh69evJz8/n0aNGjFlyhT7uD+N5aA3acKpp085gXA2zsPAeW6Ig2Wgl5aWcuvWLc6dO6ctBAvg5+dH9+7d6dKlCz4+PrW4h7XLo0eP2LNnDwkJCSiVSp577jl69epV9YI24N69e6xevZpmzZrx2muv1co+ODQmOrl0uQPsBLKBuUCrytZXjfz0kpISduzYwdWrVwFo1aoVU6ZMqZZYam0kSWLJkiWkpKTQtm13Bg2aSPPmuiL5Knx97zNvXh+++eY5SkvB1RX+8x/45JOKzwZbx7yUlJSwatUq4uPj8fX1ZdGiRTRs2LBmK42OhldfhbIOWA1xiI6W2YC2qsbBgzBiRM22ZwFFRUUW1ZVITU3lP//5D2q1mgULFhAREaE3PSEB+vY9x6NHHdF8KllEN44spJtAbqg7KNUd/g/14se5NcU72YEuI2MdrNmpVW86tG5uhx1vQ8HTqucFnFmAtbT4qFPmpZudg1//6pdUhdwe1Uc+Ho6Hoevw5ZdP8Mc//oxaPQVX1458/73QlYxFuSQmgotLPrt2rSUxMRFXV1emTZtm9aKiADExMRw4cIDQ0FBmzpxpH6HXiJsxFhHhopFkghFCusnypg6Ugf706VMuXLjApUuXyMvLA0CpVNK2bVt69uxJZGSkwzhpa5vS0lJ27tzJ5cuXAduMsDCHJ0+ecOzYMZo0acIIOwp8TouROA+AIkSsR2edWZ8AgRjpBKuGO12SJC5fvszu3bspKSnBz8+POXPm4O/vX91PYjVSU1M5c+YMo0ePxt3dXacDNRVf369ZuFDB//t/b3H3rh8DB2IyM91eMS/5+fksX76c9PR0QkJCWLhwYc3jpNasAZ1oJDXwH0SWfkdgqmaCnx8sXWqXe3VMTAzHjx9nxowZFYqDVsauXbs4d+4cISEhLF68uMI9++RJGDBAdzvQv7+19rruIAvpJpAb6g5IdTPR60mUi7UzmuuNYCcjYwesGbME9SQ//f4RWDXJ/PmdeNSRpviouU83p8xLv7kddr4L+WlVzysXHtUit0f1kY+HY5KQAEOGSMTGHgGOAuDiMoyYmCGVDvHPzMxk9erVpKWl4enpyaxZsyzOfTUXSZK4cOECXbp0sU9Gt0EOei6wD7hWNrkhMAohzFX6JK/lDHS1Ws3du3c5f/489+7d0xbV9PHxoUePHnTv3l3+LppAkiRiYmI4ePAgAM888wzTpk2zfZSQTM2oIs4DhDv9a0TByfGIMsoVqIY7/cmTJ6xdu5bMzEw8PT2ZOXOmw+WmayK9YmN3MGvWBfr0eZaZM2cCsGwZLF5cPm90NEyebP+Yl4yMDJYtW0Z+fj6dOnUiKiqqZp18R47AsGF6byUByxGi+lSEoA6Izk87dHzu3r2bs2fPEh4ezsKFC83+fHl5efzrX/+iqKiIKVOm0KlTJ+003fMkNLerhIcHceJEsOxIN8CS9qh9u09lZHRRq4QT3RIR3dMP5m4TzrZ6IKK/vvpijUR0za33pQERrFvclxMfDJdFdBkZK+GiVPDrkW349sXuBDeuedG0zw/eYcDffmbv9WQr7J2D0nKQcCdXLjGUU5AhhPcvOgrR1okY2zGY/7zYHV9P88SdN9dcdL5z334ijP3EvHlznOyzycjUc5o3l3j77YNoRHQYycaNQkQHoQUfOSIElKAgMbT/8ePHLF++nLS0NBo3bsxLL71kVRG9uLiY/fv3U1RUBIjc7p49e9qv0OXx41oRPRn4CiGiK4DewK+ALhh5wmnEkHfeEZnosbG1IqKXlJRw+vRpvvzyS9atW8fdu3eRJIlWrVoxY8YM3n33XYYOHSqL6JWgUCgYOHAg06dPx83Njbt377Jv377a3i2ZqoiKEkJoaKjJWVIQqkQ88C0i4qNCZaQPP4QWLYSabCZBQUEsWrSI5s2bU1BQwMqVK7WRL46AJEncu3eBn37KZO7cKzRuDP369QOECPuJQTNv+nQhruuK6EeOCBE9MVGI8rbAz8+PGTNmoFQquXbtGqdPmxehaJJBg8RO64jVocDgsv9ron+0vPOO6Ey1IYMGDcLV1ZX4+Hju36+61pIGb29vBg4cCMDBgwcpLRtCYNjZ8e23p/D13UJ8/BaGDCklIcEWn6J+IAvpMrWDJhPd7DgXhfib8CW0Gup0zkRLUKklYu6l8bvN1yz16VegWeMGfPtid/40oQP9WvnXbaerjEwtMbZjMCc+GM66xX15eUBEjdaVkl3Ea6sv8uXBu6jUdXDAmNIFxv7d8uWyk8XoJScU07+e3d2seTMLSnh9tROK6T5mds7u/Z3TnT8ZmfqKJEmsXLmHjz6KKXvnOWAg77+P3g/vsDDhQty7F54+jeP7778nJyeHoKAg6xSF0yE7O5sVK1Zw8uRJtm3bZrX1WkRy+f05CGiEEF4WA88D2i51Pz/95Zo3h82b4fPPhaph50z04uJiTp48yRdffMHevXvJysrC09OT/v3789ZbbzF37lzatWtn94gSZ6Z9+/bawn4XLlzg3r17dtu2JEmo1WpKSirIvDKVERUFDx8KV7kR2gBvAm0RjuTjiKiPCnJmUhJMmQLvvisUZDPE1YYNGzJ//nzat2+PSqUiOjqaI0eO4AjhENu3b2fHjh18//0XeHuXEhwcTHh4eAURNjpaZKWXlgqHumFWuhjFJJztthLTW7RowdixYwE4cOAAsbGx1V+Zi4uI6zFgEKLORSGwjTLLpySJD3j8ePW3ZwY+Pj707t0bgEOHDll0ffTt25dGjRqRlZXFmTNnSEys2Nnx4otdeOMNb3x9nxAbe4yhQ/Xr8sqYj/y0lLE/N7cLd6ElhUUbhThtVq4l7L2ezMC/H2LOsjNkFlS/cSQ70GVk7IuLUkG/Vv78cUIHvn2xO80a1cyhXqfd6e0nivu5lyUxJpL42/kulBbbas9sQt9W/gQ3bmCuB5+Pdtx0rk6UFv3NG2WQn+6UnSEyMnWVrCzjP6AlSeKf/9zBr399lsxMBaGhE4iJ6UNkpPhBPnSovpjevDkkJd1k1apVFBYW0qJFCxYuXGhVV3NiYiJLly4lJSUFb29vrVvSnhQUFHA4JQWNZOaCKFL4MkJ00WPDBuE8X7u2Vh3oRUVFHD9+nC+++IL9+/eTl5eHr68v48eP5ze/+Q2jR492iLxme2B4veu+vnlT/GneP3euXAjUddgazufuHkmfsiEaK1du5/HjQlCpSNx4iqzlm+Dnn8XfunVmC67m8PTpU/7nf/6HTz/91Crrq1e4uMCf/iQ6tozkkDQGZgEzER1lGcAqYCtGxtB/8YWIBomIMMuh7ubmxrRp0xhQFlZ95MgRtmzZonUP1xZdunTRe92vXz+SkhQVRNjJk0XBUV1+9zv9rPQHD+DJE8jJsd3+9urVi65du6JWq9m4cSOZmZnVX5lmpIJO56cLEAW4IjpRzunOn2z732UDBgzA3d2dR48ecfv2bbOXc3Nz09ZMOHbsGC4u+QQF6Xd2eHt7M2fOOBYsgCZNTuDr+4h6XEO6RrjW9g7I1DOqk4k+5q/Q57U670K3RtZys0Ye/HliB1k8l5GpRcZ2DGZU+2Y1/k5r3Ol1Mju9/URoMxY+e1YIrOaSnyaWGf+F03SsuigVfDihPa+vvljlvBKQnFXI6QfpzpOXrhllsGEe5SWtK2Hv7+DZcXX6mS4j4+ho8nCfPNEvFApw9ix88IEbarWCkJAXOHWqizbGRSOUDB1anod79uxZ9uzZgyRJtGvXjqioKKtGrVy6dImdO3eiUqkICgpi9uzZ+Pr6Wm39eqhUwnGYnAzBwTBoEJJSyZUrV9i/fz/5ubm4BQYyMC0NJIkKXQUKhTgoteA616WgoIAzZ85w+vRpCgtFRKSfnx+DBg2ic+fOuNTivtmSrCwh4Gn0Uc1rHx+hdz59CseOQaNG5a+XLYNx48T8R47Am2/C1avQqROsWgUTJ4roIs1gAs18774rvj8HDozk3Ll7fPllOuuXbSBa9T0TnywjCNjLWBrrhkMEBIjihpMmiUp/J0+Kay2oLI37yRPtdVfZ9aM5f7UtwDo1UVHiPBw/Dtu2CVFch2eBlsAh4CzgTSV2gaQkkb9uRoa2QqFg1KhR+Pn5sWvXLq5evUpWVhYzZ87E09NkeWKbEhERwcCBAzlx4gTBwcF06NCB3Nzyy1LXcW4Y8/L66+Kyfv/9ijEvtkKhUDBu3DiePHnCo0ePWL9+PS+99FL1nztRUaJK6siR2rcCEPUu9iBivLQE215j8fb2pm/fvhw7doxDhw7Rtm1bs7PSO3fuzKlTp0hJSeHy5aPs3fuc3j0RxGia/v07UFx8Az+/rfj4vIahvzoxUdw3bVU8ti4gFxuVsR+lxRaKJgrhcnvnWp3+wb33ejJ/3n6TlOyaFRStk2JbXUGtgocnIfcxNGwKYX0g4Yx47R0ohovlp1U+zdz5GjYVDtE6/J1xJqxVMLjOdpJpO1fBsqLTCqcbpbT3ejK/23zNrNFGvp5u/G1KJ+c633LhUbOR26P6yMfD/iQmiiH4xobmDx4McXESLi6POHkylLJR5kC56zAoCPbskbh48TDHjh0DoGfPnjz//PNWiwdRqVTs27ePs2fPAtCuXTteeOEFPDw8rLL+CkRHw69/rWdbfhIczM7Jk4kvi6gJDAxkvIsLLd54Q8yg+zNaI3TYoSCdKfLz8zl16hRnz57V5sgHBAQwePBgOnbsWGeiW3QFc12xfOxYePQIdu8W0zRi+b/+JU5JaakwD+u+VipBrRbrbdYM0tLE+66u4jp/9AjCw8V7j8oSSUNDhc4dH6+ZlsCjRytoxFO8mUAyI4jkPkcZQnOSjH8IFxfTDnVdwd2IqJ6bm6t1o3/44Yc1K7goI4iOhrffFqK4AY8QwqqmnGw2wo3qZThjYKC4f5hZePb+/fts2LCBoqIi/P39mTNnDn6GsVB2Qq1Wo1Ao9K4l3e+ZYczL734nRHTdS1j3WQK2F2OzsrJYsmQJ+fn5dO7cmcmTJ1f/u6ApJJ2UpL2vS8AtRKeKQtNJGhtrl07SgoICvvzyS4qKinj55ZdpbkHPxIMHD1i5ciVKpZI333zT6Kij5OR8+vb9N9nZ+axZM5Hnny+PodR9zu/dW7/EdEvao7KQLmMfLPmBDWj7fJ1MKDEXlVribGwGB2+msDwmrkbrCm7cgA8ntHcuwaWuYI5AfncfXF2v34GkUIKkNr7OyqaZO59XAHSeDm2flwV3B8Ba33cF8J8Xu9e97/rN7aLwtNk1M8BZO1pj7qYxZ/kZs+Z1yvN9dQNEL656vqil4h5VT5Hbo/rIx6N20BVGWrYs5f33T/Lpp/2JjXUlIgLWr0dPRNeQmAje3mqOH9/JxYtipM3w4cMZNGiQVQW9vLw8lixZQk5ODsOGDbP6+vWIjhaO0rKfxcXAEeA0IivZbdYshr75Jn379hVuYCOiO2FhwtVaCyJ6bm4up06d4ty5cxQXi/izoKAghgwZ4rTZ58bEcs3/hw+HjAzYuRPmzRP/X78epk0T4raHB3z/vZimEcWN/avBxUVo148fl7/WCIQhIWJ+jWgOugJ6ubjup1hPqXSKbEKJ4DmO8RxhWCF8uHlzkeMcFaUdMVH48CF/+/lnAP7f6NG4Nm9epYtdxgxUKvj4Y1FQ1NQswPdADjAVCDOcISAAliwx+z7w5MkT1qxZQ1ZWFl5eXsycOdOqBZqtgbGO1+bNJb7++jFvvXUFiAMGsmVLB154QSxjLzE2NjaWVatWoVaree6557RRS9VC8xwAo52k0saNqCZNwtXVPqEet27dIiAggIAAy0eorlmzhrt379KuXTtmzJhRYXpiIvTpc5pHj/bi59eI8+ffpmVL1wodJpqRZ/UFWUg3gdxQryWqE+fSKBTG/q1Oiug1dahqBs6/NCCCUe2b0buln+xCtzW6gnl1BfLawhzBvc1YWWC3EzUdgeLr5cbXs7rTt64VD1arIO4EbJwHBZnmLzdvO0QOsdluWRuVWmLg3w+RklVY5RNRgSgYfeKD4c5zrmOPw4/jq57Py9+p4nmsjdwe1Uc+HvbBMPYCNMXhiomN/Ql4AHQiMnJKhbgXXdRqNdu2bePKlSsoFAomTJhA9+7mFVW2lKSkJHJzc2nbtq1N1g9AcbGwGKeVm302AjfK/t8OGBsaSuOHD/WFSiMxMPYWMnNycoiJieHChQvawpPBwcEMHjyYZ5991uGdyuZEsezcCYsWlTvN8/JgwAAhYus6yJs3F85yjbBtKJa7usI338Abb1R835yEFI2ACOVCkz6lwBJ8uc1fWcPrZFTrmFRAcw7ff19krScmUgJ8XDb5vwEPqNLFLmMBxjrKysgCVgLpiDCM0UAfjMS+fPQR/OEPZp2HnJwc1q1bx6NHj3BxceGFF16gU6dONf0UVsNYFNiFCykMH/4t2drkIheaNZvP2bOiE8CeYuzp06fZu3cvSqWSefPmERERUf2VmegkLfrHP9giSbi7ujLZ3x9FSkqt3ffN4cmTJ/znP/9BkiQWLlxIixYtKswTG1tK376befKkN5GRLVm1CubOrThSrT4hC+kmkBvqtYBaJQqLWuI0rMOZ6HuvJ/P66osWBRgYIjvQbYQxsTw/DdLvw4XvIacOFn00RaMQ6L4A/FvJLnYbYI2aCHX2PmBpx6unL0z4yqkEWUufA+sW96VfKycpBqd95idT9Tl0vngeayG3R/WRj4ftMZWJXlpaym9+s4avvopFBBfMJiYmgv79ja9HrVazdetWrl69ilKpZMqUKXTo0MFq+3nlyhVcXFzo2LGj1dZZKdHR8NprkJqq93YG8BMiI/cZzZuHD5eHZNcymiKip0+f1uZkh4aGMmTIEJ555hmHF9Ch4jXZqFH5a42x31Agd3cXDtfERH3XuO7/mzaF9HTzxfJvvxWXQFXExKD9Xpw8KcT8ijziZfrQnESmAra6iiXgo7L//xciv1uPwECYM6diFrsDC38ORyXu9CJgO/qdbZOABoYz6o4mqILi4mKio6O5desWYJtRPtWluLiYs2d/ISOjgIkT+5Z1wErExn6Lv78/JSXFZGffA7wIDFyMp2cT4uP1xVhbxrxIksSWLVu4evUq3t7evPLKKzSuyYaMdJLGJyXxw29/i3r3bkbn5KB9RFpwjmtCWloaTZo0sai+xY4dO7hw4QKhoaEsWrTI6LWk60DXUF9FdJCFdJPIDXU7o1bBmW9h3+/NXMA5h+qbS3Gpmr6fHCQjr+p8XGPUWSdqbaIRz2/vrugulzGObmyMLKrXCGvUR6iTtRGqEwXmZIKsJXnpn8/oyuRuoXbYKythdu593X7mV4bcHtVHPh62x9jQ/NBQNX/960b+9KdfkCR3YC4QZvJHtFqtZsuWLVy7dg2lUsnUqVNp3769VfZPkiR+/vlnTpw4gaurK6+//rrRXFerohPnUgLcR2ThavcJA5fp2rUwa5Zt96kKJEniypUrHDhwgLy8PADCw8MZMmQIkZGRDiG6mYvhNblunTi8Dx5UHcUSEiKM2kbirI1SmVhuPUe6IJjVzOANmpHD24Ctykf+DyJ26DdQseitLoZZ7LJz3TJMuNMl4BywDxH34gdMB5oZW4eZ7nS1Ws2BAwc4deoUAN26dWP8+PG1Whw4IyODpUuXUlBQgIeHBzNnvs/IkW5lkWBqjh5VUlxcTM+e35OZmQwEAQsJD/fkxIny2hu2jnkpKSlhxYoVJCcnExISwksvvWTdCJboaM5OmcJuxHNhPhABdqmNsX//fk6dOsWYMWPo27ev2cvl5ubyr3/9i+LiYqZMmWJylEN5x6AKcNHrNIT6VXjUkvao8wWmyTgHN7cLV5rZInoZY/9WJ39Q772eTN9Pfq62iK4A/hbViQHPBNQtwcweqFUibuDaJnhwFO4fEf8/8nf4vIOIITj9jSyim0t+mjheP46HT9vA3v8Wx1dtomCSjEnGdgwm5nfDeXfkM1XPbILPD95hwN9+Zu/1OjRiov1E+M0vIv7DLCQhvJcW23S3rMnYjsF8Pdu8KIS/7LzhXOe3/UTRsVHl+ZMgO0l0ZsrIyNiU5s2FCBgZKQTAIUMkPvxwX5mI7oKLyyyio8O004cOFeKHBk2ci0ZEnzZtmtVE9NLSUqKjozlx4gQAAwYMsH3BPZVKiGOSRDKwBFgPxOrMUqG1HVy7I8BSUlJYsWIFW7duJS8vD39/f2bNmsXChQtp1aqVU4noUPGanDULPv1UXzz/5hvjQvejR0JEDwkxb1u/+pX+a1dX+O678nW7uAgnuwZd3TIkROShP3gAAweKvwcPxHu62w9RphBOHMnMYhXvkoIP1y06IpbRBuiEGWKOYUHTtDRh+R82TGTjvPuuOBGmCp/Wd6KiIC5OjEh55x3t2wqgN/AS4IsYxbITE/aBDz+EFi2EKF8JSqWSMWPGMG7cOBQKBZcuXWLdunXauge1QVFREQUFBQA8++yzeHurCQrSRLYoCQuDVq3c+frrWYAPIvTmER9/rC+iP3ggRpvk5NhmP93c3JgxYwaenp48evSIgwcPWm/lZc+LXkBXxDnehZCdtVnq77xjs++Qn58fkiRx8OBBkpPN/z3QsGFDBg4cCMDevXu151GXhASYPVsFHAY+B3KZO7f8+S9GH4jRQllZNf8sdQnZkS5jfaqTie4VAOM/dypHYVVYq8Bgs0Ye/Hlih7oX4WBLZKe5/TFV4FSOgzEL2Z1uBEufJU6Wu21pXnqdLTw6ZTl0mmr7/XEg5PaoPvLxsB2GGdTlosYphJcSXFymERPTgT59MFpoLDRUYvv27Vy6dMnqTvTCwkJ++ukn4uLicHFxYdKkSXTu3Nkq666UI0eQhg3jFPAzQhDxAaZQ5jLURaEQBzA2tlbcu4WFhRw6dIhz584hSRLu7u4MHTqUPn361KpT1RBjGfwaKnM0GosWcHGRUKnyEenfpl2lISHlmeiGVJWJriuia/Qv3cx1V1fhoH30qGJh0dBQsVyFAqQ8BCTiScGXtXzAKn5Hpsn9dyh042Bkp7ppjMRBFQC7gWEIZ7pJFAqzncu3b99m06ZNlJSU0KJFC2bPno2Hh0cNd756bNy4kRs3bhAaGsrLL79MTo7SxHPlCaIMaytcXWHDBhHtb8/M7du3b7Nu3ToAZs2aZZ36GkeOiI4nxLn+CshH5OPrpaDZKP5LkiR++uknbt++jZ+fH6+++qrZ10JpaSlLliwhNTWVbt26MWnSJO208vMmoVQuR61ORKnsi1o9lshIMQhr9uz6VXhUdqTL1B5qFez9AItF9N/84jTihznsvZ7MwL8fYtbS0zUS0d8d2YaY341wLvGkNtB1nctO89pB16n+cVPx7+aXZee6mcjudCNonM2eTcybPz9dCO83t9t2v6yEi1LBhxOEGGVO18dHO26iUjuR98HHzOeWd6Bt90NGpp6iyaAeMqTcXRYWBqtWgQgg8ABG88MPQkTXTNe4hIOCoGFDiZ07d3Lp0iUUCgVTpkyxmoielZXFihUriIuLw8PDgzlz5thORFepxAdbtw6OHCH77l1WAfsRIno74HWMiOgavvjC7sKiJElcvnyZr776irNnzyJJEh07duRXv/oV/fv3dzgR3fBa01CZozE5OZm0tEu8++4RYBuijONXjBv3MfAPQDfiLQ9R0LOcR4+EmG7oTNeI5BoRXZPw4OoqdNCIiPL3V68GDw/xt2ULdO4s3u/UCfbvF9+FkBDYvLl8vk2bxHuRkXDihPiLjISQNg3ZHbSQCBrSkEIyySelZofWfqSmljvVIyKqdE/XW6KiRM9QQID2LU9EJ5yuiH4JKpablSQhwpvhMG/bti3z5s2jQYMGPHz4kJUrVxp1FNuDsWPH4uHhQVJSEufPn6dxY2MiOkRGBhEd3Ur7/YuKyuXBA3UFET0x0Xbu5rZt22rjT7Zu3UqWNTak4wL3BEaW/f8IottAy7ZtNd+WERQKBS+88AKNGzcmIyOD7du3Y64X2tXVlQkTJgBw6dIlYmPFuKvERN3zpmDDhmH4+oJafR4Xl2ztCBzdTpC6LqJbiuxIl7Eu94/AqklVziYokw6cLNu2KuSConZCdp07J3LGepXsvZ7MRztukpxVPXe6U7qXK8PS54qT5W7vvZ7M77dcJyOv6h9Waxb1YUDrgCrncwjMLTzqEwzP/V+dagdUhdwe1Uc+HrbBWC46iB/H8fEgJICGhIcrtFm2uss2bCgRE7Obc+fOoVAoiIqKMpmxWh2OHDnCkSNH8PHxYc6cOTRrZjRduOYYZBzfArZ5e1OQl4cb8BzQDRMdmoGBImDbxoXkDElJSWHXrl0klKnSgYGBPP/887Rs2dKu+2Euxq61sDC4d6+IYcPukpiYRFBQFu+9l8W77y7Azc0NgG3btnHkyCV++AEyM8vXp1CAJDUAPgAUuLqCt/cWsrJuAGEolS1Rq1sCIbi6umiLkj55IjTKkBDR75GQUC6ev/02+PnBoUOQnQ2DB5e/1mStt28vBL47d6BNG+Gg13XT37ypP5+uK1c7X0MVidFnOfjzRuLy0+jTrh3PPXkCa9boF7U1zC6vBipETrpbjdZiAoUC1q8X3wG5UGlFdGosGPIAWIXoqnwB/doLgEX3leTkZFatWkV+fj7NmjVj7ty5eHtXKC9rc86ePcvu3bvx8PDgV7/6FT4+Pia/96tXw9y5aYijEEl09EQmTxZ3WHvkpZeWlrJixQoePXpEeHg4CxYsQKmsgX9Yx5EOokW7DNG1Nw3Qq2K0ebPNnheJiYmsWLECtVrNuHHj6NWrl9nL7ty5k/Pnz+Pn58frr79Ofr6bXrHn5s0l/vnP7/n443gyM3sB4wDRp3bsWP0pPCoXGzWB3FC3MTe3w463oeCpefM3ChWZ6HXox3NNC4q+NCCCUe2b0bulX92JZ7AmdUU8VyhBUls+rTrzOTKyqG4SlVri9IN03lxz0ayClIb4e7tz6r9H4O5aBwaemSvI6jJvO0QOseluWZMtFxN5d8OVKufz9XTjb1M6OU8niVmFR+tmp3plyO1RfeTjYTt03YKhoWmUlko8fixGgYSECJExPr7isHtJkti7dy9nzpzRuuG6dOli1X3TFBjt1asXjW2hpqhU8PHHIp9Yh8vAViAE4SI1Wc0hMFCoo+7u1t83ExQWFnL48GGtA93d3Z0hQ4bQt2/fWnOgmxvZUn6t5RMaeptFi37hX/+6z9OnKnx9YcECMd9bb72lLSS7c+c5XnrpFqmpjQkO9uX99xvz2982RqVqjAjbcdXJSF9Kw4ZJKBRifxQKaNjQnZyccFxcWhIT05+GDRU8/7y4tpctg/Hjy8XynBz9eBlbF9C7d+8eq1evxtPTk/feew9XhQKOHy8Xpfv3F1X+kpOFqigOSEXBPSwMZs4UAfKgFW5/Bo4DA4BRtvkIcqHSqtD00BhUvc0GNgKawRkDgBEYiYIwswjpkydP+PHHH8nLyyMwMJB58+bh4+NjlY9gLmq1mhUrVtCsWTNGjhxJgwYNtCNRNGKsJhNddNbeBn4CJAIC+nHhwmgUCkWF6DBbuZwzMjJYsmQJRUVFDB48mOHDh1d/ZSqVUJR1Cs5mAt4YdGLZIQbs1KlT7Nu3DxcXF9566y18fX3NWq6wsJCvv/6anJwcBg0axIgRIyrc2+Pi4vjLX35gxQoX4C3At0Lh0bqOLKSbQG6o2xBLs2zH/BX6vFanhDNLXIWG+Hm78dfJTiSO2BNnEs8rE7dNZYh7B4pGcX6ayBM3Nc2c+e7uq3iMnEVwl0V1o9RkhEuduq9Y+ozx9IUJXzmNMHvqfjqzlp42a16nG3Fwc7uIfMs2EWQLOONIgpogt0f1kY+HbUlIgP79c0lMXI5IeJ1LeHgoZbU9jWai79+/n1OnTgEwadIkunXrZpV9SUpKIjg4uGbuQHMwELhKKU/aloDrQHvA6N1GU7TTzCxjayBJEleuXOHAgQPk5eUB0LFjR0aPHl0r3wmNwOLjU1Eo0wjQ2dkVnaUJCdCnzyGSk49p1+Xv789nn7WmbVs/GjduTMuWLfHw8KjgZl23ThQcffBAP8d85UpYuBCKiiRCQ9P53/+N5be/jcXNLY5Jk/JZuxZ8fJpy/frrWge5h0cxgYHuNhfLK0OtVvPFF1+QnZ3NtGnT6NChg3kLqlT6grtGsDYYWXECOIgofviCbT5C5ciZ6gITHXYqxPk5Vfa6BTAdIb7qERoK//pXlfeatLQ0Vq5cSXZ2Nv7+/sybN882HZCVUFpaiqsmJ6kMXTFWt+M2PBxycy+TkbEVgCZNhuPjM7hCx60tv6PXr19n06ZNKBQK5s6dS2RkZPVXFh0NU6aYN6+NstJBPCu2bNlC69atLY5C++WXX1i/fj1KpZJXX32VproVlhHnr3v3H0lLiwV6ABPsdq4cBVlIN4HcULcRpcXw2bNmCpx188dyTcSuOuUctQYa4Tz3MaTfhwvfQ44DZz6bK5DbSxzWPX6WCO6OhCyq61HTQqR1pgjpze2w813xnTILhdO4nC0tPNqscQNOfDDcec6pufE883dCy0E2353aRm6P6iMfD9tSXFzMb3/7A19++QiR4vsyMTHeWpeZ7lD7PXskzp//mRNlKvuECRPo0aOHVfbjzp07rF+/nmeffZaoqCjbOax1IhfUQAxwAXgF8DI2f0CAqDCpISxMZEXbSURPS0tj+/btxIu8HQICAnj++edrJvrUAF2Xqa64rVt8ztcXUlMzSUi4RUDATTZtGsCQIaKo344dKUycuBWRPN+OEycCGTCg4rPK0M3aqFH567VrhQlb4yZPTETrNN+7Vwh3DRtKFBU94cyZWBo3dmfIkO4A5OXlsXTpUrp3786gQYNQKGrvOXno0CGOHTtG69atefHFF2u+Qh2R/VJWFttOnqT1kye8ePGivovd3jRvDl9+afcIJIfCoKNDw01E+n8R4u47ByOjYMwsQvr06VN+/PFHMjMz8fX1Zf78+TRpYmYdISsjSRKSJGk7RU1FifXocZrU1L1lSz1PeHhvbZSYPWJetm/fzsWLF2nYsCGvvfYaDRs2rP7K3n1XPBt0UAMXEaMNumveXL1adDI5IOvXr+eXX37RFo7VnL+EBBF3FRcXj0Kxglmz3Dh58jfExXnq3fttea4cAVlIN4HcULcBdVjYMJfqxrlomnVO5Sy0FY7uOm8UCt3ng3+r2hPIrY2u4K77mRyt80IW1QEhtP770F0+P3i3Wss3a+TBnyd2cP57jUUdt5QXs3a139D86mJph+y6xX3p18pkKIFjcW2TKD5cFVFLxfe9jiO3R/WRj4ftUKvVfP31T/zpT3fIzPQCXgb8jRZ/a9hQ4uLFwxw7JtzElmawVoZGRFepVHTo0IEpU6ZY35WuKSg6fTpkZFAMbAZul00eC/Q1ttzq1cIVauccaLVazcmTJzly5AilpaW1HuOicZaCviC2dq04pPHx4OKSjkr1C0rlTdTqR9rIlkGDOhMVFaXnSNVgeK0Z26YmWkD3taH70Vw35JkzZ9izZw8A7dq144UXXsDDw6MGR6b6ZGRk8K9//QuFQsE777xjVQfx3bt3WbNmDc2aNeO1xYuFwL5tm7iedTuGrJDFbhZmisF1GhPu9DRgDfAUeB7obWxZM6OksrKy+PHHH8nIyKBRo0bMmzePAJ3Cp/YgIyODXbt2ERwczMiRI8v2q+LoFYCtW2Hy5COI0pzw8cdR/P73nQ2KlNou5qWkpISlS5fy5MkTWrduzZw5c6rfuWaQlQ5idNMmRB7+W0BDEJ2zS5bY5buQl5dHYmIibdu2NWv+7Oxsvv76a4qKinjuuefo06ePXieIGA10ihYtnmX9+ibMnq0/SsjWkTy1jSykm0BuqFsZi4faN4EJ/6pTInpN4lzkgqJlmDXs305oRNs2Y+uGWF5djInsjuBibxQCY/9ep+4hllITd7rTRYKYwtJnj5c/jP/CKa6bvdeT+d3ma2bl4n8+oyuTu4VWOZ9DEHscfhxf9XxOdK5qgtwe1Uc+HjXDVIa1JEl8/vku/ud/zpOV5Up4+ALWrWvO3LkVi8NBefFPQPsD2xrcvXuXn376ybYiuoEbNAdYBzxCRLqMB7pgoqCoDYfhm+Lx48ds27aNR49E27d169ZMmDDB7lENGgxFMNCPaCgsLODJk3VAvHaZJk0U/OEP4Qwc2J5nn32W7OzGesLYqlWYvNZszYULF9i9ezcqlYqgoCBmzpyJn5+ffTZuwA8//EBcXBzDhw9n8ODBVltvcnIyS5YswcfHh/fee698gmE0jCaLfdu2ivnr1kShEB1SP/wgLqT6XJw0OhpefVWvQyMXuAFUelc1swhpTk4OK1euJDU1lYYNGzJv3jyCNDn7duDWrVv89NNPKJVKXnvtNe22DZ9F5WK5BOwFzqBUBrNhw2J++1ul3e4NT548YenSpZSUlNTs2abJSk9K0tYqUCMKjz7CIGbJDh1L2dnZLF26lPz8fF5++WVCQkLMWu7cuXPs2rULd3d33nzzTaCx3mggjXgeGSlKM0yfLkT0+lB4VBbSTSA31K2ItvibBeKnkxV/M4VKLXE2NoODN1NYHhNn8fJyQdEy1Co49ikc+Wvt7YOu07w+CuaW4igjB4b+Hga/X2/PVU3c6cHOFgliCkuLWzvRaKiYu2nMWX6myvmcKgPfooKxznOuqovcHtVHPh7Vx5QLEOC7707w2msHkSQFISHTOX26dxHXRAABAABJREFUnd5wel0n4IMHxzh06BAAY8aMoV+/flbZP10RvX379kyZMsX6bmudKBeAJwj3ZxYiymUWYPR3vx0KwxmiUqk4ceIEx44dQ6VS0aBBA8aOHUuXLl3sFkFirONF15GoEUvUajWDBysRiTMSsARxdFsC7TlwoC0jRzassLyuMGYv16kxEhIS2LBhAzk5OTRo0ICpU6fSunVr+2xchytXrrBlyxaaNGnC22+/bbXznJ2dzWeffYZSqeSPf/yjeevViOy2FtU11OfIl+Ji8flNHONC4C7QydjEDRtg2rRKV5+Xl8eqVatISUnBy8uLuXPnEhxsv/bgTz/9xK1btwgPD2fhwoUVrj/D7/4//iExffoJVKqegCdg3w62s2fPsnv3blxdXXn11VcJDAys3oo0zxvQPnMSEWI6iDFfYWCX54skSaxfv55bt27RpEkTXnvtNbNG30iSxPfff098fDxt2rRh9uzZJrPuRencRvVCRAfL2qNyKLOM5ahVcOZbC0R0hRAsIwbadLfswd7ryQz8+yFmLT1tsYju5+3Gty92508TOtCvlb/zC1nVQa0SzsS9/w2fPmM/Ed0rAPq+ITpz5m6DKctFFu8712DoB9BpqsjlrafCrNkoXcRxGvsJvH9XHMO+bwgXqS4KGz9ajvwV/vGMuI5ij4vrqh7holTw65Ft+PbF7vh5WxZZkpxVyL8PVS8exqFoPxGm/mDZMnt/5xTXSt9W/gQ3bmDcOalDRl4Jr6++yN7rDhLDVBlKFzGaBDDhCdXHSc6VjExtk5MjRPQHD8QP34QE8f7Dh2p+//t7SBK4uIxly5Z22h/AYWFCvIiMFHmnv/xySiuijxo1yrlE9OJi4fzUETSWI0R0f2ARJkR0DV98YTcRPTk5me+++47Dhw+jUqlo27Ytb775Jl27drWriD52rBC9NdcKCPFk7VoxfD8uLotevQ7w2Wf/oqSkqGwOBTAJeBeYC/Tg1Vcbatfh4yOuJUNhzPBa8/Gxy8cs23YYr7zyCs2bN6ewsJA1a9Zw8+ZN++1AGe3atcPDw4OnT5/y8OFDq63X21uUrVSr1eTn55u3kIuLuFF8/rlwrB8+DO+8I6IoDOezBklJQnT8n/8RgftHjtgnZsYRcHcX7nIj320VsB4RPXUQI/aCWbOEm7kSvL29mT9/PqGhoeTn5/Pjjz+SaJDPbkuee+453N3diY+P59KlS3rTEhP1RfQjRyAqSsHGjYPQiOgAn3xSaDdhtlevXrRu3ZrS0lK2bNmCqrrXYVSUODc635nmgKYc9y6ESx1JEjdZzRAfG6BQKJg0aRK+vr48ffqUCxcumL3chAkTcHFx4c6dOyQkJNC4cXknZ1gY/PijGhFa8wXwhDVr6r6IbimyI13GMqoVw1E33GVyQdFqUhsuZtlpbl9MFTi11zmvxznq1a3RUCcKkFrkci7DSUZGaZ43UPknc7rCo5bUVanDhUfl9qg+8vGoGYbOv/JIjVJCQm6yZUtnehsJ5U1MhEePfmHPng1IkmT16IkHDx6wdu1a2rRpYzsn+muv6Tk+8xFCekNgJrqSjQF2dMqqVCqOHj3KiRMnUKvVeHl58fzzz9OhQwe7u9ChonNcoRDTx417ysOHh1Aqb6BWq8uWnIhOCT1cXYVZ9v33K7rPTUUMgfn55ragtLSU3bt38/DhQxYvXkyDBg3svg87duzgwoULdOnShcmTJ1ttvevXr8fV1ZUxY8bUrIiiYRxMWprIc7CFTFTfXOpGipBKwDHgcNnrzohuqgp3yM2bqzxORUVFrFmzhvj4eNzd3ZkzZw4tWrSw2u5XxqlTp9i3bx+enp68+eab2mvQ2EipivUTztCkyTGOHn2ZTp3sE7uUk5PDN998Q0FBAUOGDGGYQd65RaxZAzoFhPOArxAjDcYB2uoifn6wdKlNr/eLFy+yfft2GjVqxK9//Wuzn7WaQqwaV7qG8nO1AVEutz2RkdPtGs9VW8jRLiaQG+o1xNJcWhAC1/jPnV5Er65YBXUol7g62DP/vB6LqQ6NvTtSPJtAn9frVfRLdTv56kQBUotrdfjChK+c4plkSQ2ONYv6MKC1fYtNVZurGyB6cdXz1eHCo3J7VB/5eFiO6SzaQkAIhVUNm3/y5AnLli2juLiY3r1789xzz1ld2E1OTiYoKMjmcS66ZCMiXVxNLfvRR/CHP9jFiZ6WlkZ0dLQ2C71Dhw48//zzWjexLdFcIz4+FfPPBw4UxUPDw6GkpJC0tOOUlJzG11fF6NGwYUNLoB/wDC4uClQq/WJzhjm6jl58TpIkCgsL8fQ02bViUxITE1m2bBlubm7813/9F+5VFJR0CIwIwFbFjt/DWsdEEdLLwHaEg/lZYCoG9y0zC5AWFxezbt06YmNj8fDwYMGCBXaJeVGr1Xz33XekpKQQGhrK3LlztR1VpqJCIiPh//5PxauvLiM9PZlmzfpx9uwYuwm0N27cYOPGjRXy3S3GSOHRs8BuwBsxdkd7Lm2cl15aWsqXX35JTk4OU6dOpWPHjmYtl56ezr///W8kSeJXv/oVAQEBeueqRYsnjBz5HzZvlsjMfIXIyJA6L6bL0S4y1ketEoKopSL6b35xCsGiMvZeT6bvJz9XS0T383arnyK6WgVH/g4b5tpWRNdEtszfCe/fEZEjckSLY2FuHIy1KHhaFv3SSois9YCxHYP5z4vdadbIMpdVSnaR80SDmKL9RDHiyctMEbkgUwjvTnBtjO0YzB/HtTNr3jfXONF59DHzebj3d05xnmRk7I2xeI6wMPjuuzxEjvV+QOI//zH9g7ewsJD169dTXFxMy5YtGTt2rFVE9GvXrvHkyRPt6+DgYNvEubz2GkgSEuLTXtSZ3AgTInpYmHB4/ulPNhfvJEni/PnzLFmyhEePHuHp6cn06dOZNm2a3UR0zTVy+7Z+/E+Zpo+7O8THF5Kc/BUlJTE0aqTi179uRUzMq8B8oA2gwMVFCO4nTggR7MEDIaKvW1c7kS3VQaFQaEV0SZL45ZdfyMrKstv2Q0ND8fPzo6SkhNu3b9ttuzUiKgri4srjX6qbKW2KDz+Epk3h3XfrfuSLi4u472zerBcJ0hUxcsYVuAX8BOipDampooBrdHSlq3d3d2f27NlERERQVFTEqlWrSEszY+RfDVEqlURFReHp6YkkSej6czVRIcZiXqZMcWH58oE0agQpKQ8YOlS/vyYxUdzDbEGHDh149tlnUavV7Nq1i2p7igcNEh9Q57nZExHxMhsjz6B33rHZNe7q6kqPHj0AOH/+vNnL+fv706ZNG0BkyBueq+PHgxg3rjMLFkBg4EHtM8SOCUIOjSyky5hH7HHLMtFRCCe6qxP0uFeCxulpjiPQEH9vd07/98j6IaJrss+vbRIC+ucdbJd/Lovnzos9RfWCp6Ij58jf60XW8tiOwcT8bjjvjnzGouUk4A9brlNcqq5yXoel/UTRaWvJdeQkGdzNGpvnnssscKK89Bb9oVEIVWal56c7TaeHjIw9MZaLHh8vMWNGNPAU+AUoZPFi/RxsDZIksWXLFtLT02ncuDFTp05Fqaz5T8Jz586xefNmVq5cSY4mR8TaREcLYSk1FRWwDTgJ7AQyTC3j5wcHD4qib3aIk8jLy2PdunXs3LmTkpISIiMjef3112nfvr3Nt61B9xqZNUs4yDUiuMaNLjSdBkArIIC//nU2K1e+SFJSMB4eEBIiBPTisp9AISH6eedt2won+t69tRPZUl2OHDnC+vXr2b17d/VFNAtRKBRal+j169etuu7S0lLtiAerY26menVJTxd1CoYNE1VuqxCMnZ6oKJEbr9Mp0QYhvLoB9xD3ND3S0sTomyqOjZubG7NmzSIkJIT8/HxWrlxpl86ioKAgFi5cyNy5c42O+DBWPyErCz7+uCUKhYJGjR7j75+r7YxLSBAdgGPH2k5Mf+6553Bzc+Phw4dcuXKleitxcRERRTooERE9oYbzavLSjx+v3rbMoHv37nh4eODn52dR/nvvsty3y5cv4+5eVOFcDRs2DD8/F+bMeUBY2H2n6Di1F7KQLlM1N7fDpgXmz98opE5koheXqvn9lmsWxyWUdSPw8eSO9SMT/eZ2kVP843jY/LIQ0HOsKOY0CoWhvy8vECqL53UDe4nq9agwqaYI6bsj21i0XHpeMX0/OegcIqwpXN1h/BeYVcgSCbKTROSQg9O7pZ9ZhUc1fLTjJiq1gyf2yYVHZWRqRPPm5YKmRhjt0eM06en3AVeaNp1FeLgn8fH6BUg1HDt2jNu3b+Pq6sqMGTOs4pCOiYlh165dgHD81Siv2RSaOJe0NEoQxfouI37MTgSMpuwqFCKfdsQIu0RI3L17l2+++YY7d+7g4uLCmDFjmDt3rs0ii7KyjLsDmzcXjvGIiHIH+aefgovLU0pLNwKZOubI54HXeeedNsTGKoiMhAsX4MyZche65lpSKPTF8+bNnUtEB3F9uri4cPv2bW7dumW37Xbq1AmAe/fuUVBQYJV1FhYW8ve//53vvvvO/IKj1UVXVE9JEaL62rWik8rAmVstEhNhyhRRmLQuu9M1RUh1iESU8G0CGK1SIUliFE5x5cY+Dw8PXnzxRQICAsjOzmb16tW2vy4QYrquiH7t2jUKCwsBcX/Yu1fcNzQjpHJyID3di6ysZgD87ncPaNxYPwLmyZPyug7WpnHjxgwdOhSA/fv3V/8YaQqP+hnPeM82fCPZdr+zGjVqxPvvv8/EiRMtGgUWGRlJYGAgxcXFxMZernCufH196dWrF40bwxtvHGTPHsnp7vm2oh6ofDI1QpM/W/DUvPnH/BXeueb0InpN4lyaNW5QP+JcbBnf4ulf7jp/5xoM/QA6TZXF87qKrUX1gnQ4/Y3o7PmiY513uP5qeGuaNfKwaJmMPCdyNJtCE/Pi2cS8+W/vtu3+WAEXpYIPJ5jnYpSA5KxCzsaa9GU6DtpInqq+487T6SEjY0/CwoSYHh4O8fHJpKUdBKBp07GcOxekF8OhOxT77t27HCkLyh43bhwhISE12g9Jkjh8+DAHDhwAYNCgQVaLidGjuBhefRUkiUJgFXAHMXx+BiIioQKBgTbNpdVFrVbz888/s2bNGvLy8ggKCuKVV16hX79+NisoaiziR0NCgnCiN2miEdNLiIo6jEr1NXADEYgjXOYxMQ2IiHChtFTkoK9dCx06CG1Uc53pRrg4o3iuS1BQEAMGDABg9+7dWsHP1gQGBtK0aVNUKhU3b960yjobNGiAr68vAA8fPrTKOs1CI6rPmiU6qTTOXGtc6x9+KC62uiyoR0WJqr06gmc48CtAN7FbzxaRmiq+fFU40728vLSdd6mpqaxdu5biKgR4a3L+/HntyCRNh5Gm002DpjO4WbNWZGfDa689YOvWihEwmmgYWzjT+/btS1BQEPn5+fz888/VX5HmXOogAYeAL4BY3Qk2zq13c3OzeBmFQqF1pZ89e5ZGjaQK9S4GDx6MJHmQm5uNWl1RE7RlFI8jIwvpMqaxKBddIZzDfV5zeqGzunEuLw2IYN3ivpz4YHjdFdE1ES57/xs+fcY28S1Dfw//dVd2nddXDEX1ob+37vqzH9X5yBcXpYI/T+xgtotZQ52JeZn6g3nznv7GKTpVNBn4vp7mNZBTsu0jCtSY9hPF99wcch/bdl9kZJyQsDD45ptiYBOgAp5l8+YehIUZF0AzMjLYvHkzkiTRq1cvunXrVqPtS5LE/v37OXr0KAAjRoxgxIgR1heOo6OFopKWRg7wPRCPCCWZC7Q1toymSJ8dRPScnBxWrlzJ8bJh+7179+aVV16hadOmNtmexoVuLOInMRFu3CgXpDIzJX7zm1+AfwNHgVKE/1UUyXN1FdfKsWNCcC8tFe51XZd7WJhzRrhUxqBBg/Dz8yMnJ4dDhw7ZbbsaV7o1410iIiIAiIuLs9o6LUbjzA2tEGpRPTIyyjPU62rcy7Rp8NNPem/p/uKNA5YBubozpKYK1/6mTZWuunHjxtqolcTERDZu3GhR3EdNCAsLw8vLi0ePHrFq1SqToy/CwmDjxkgaN4bU1PtMnizpiehhYbaNeXFxcWH8+PEAXLhwgQRjOWjmMnSo3qgMBZCPKCK7HSgG8YEGDarRPptLcnIy8fHxZs/fpUsXPDw8SE9P5/79+xWml5R4sWPHbNau/TV5efrue3tE8TgqspAuYxqLctGBsX9zetGzOnEuft5ufPtid/40oQP9WvnjorSN86TW0Y1wOf2NyK+1Jo1CYfoq4T538utIxkooXcT1MH1VWaayFTnyV/i/yDorqFe3AGmdiHlpOci8DG6Ane9Cqf2cOtVlbMdgvp7d3ax5/7LzhvOcP3MLj3pbuciZjEwdICEBXn55D5COKLE5kXnzFHoFSDUCqKdnMevXr6ewsJCwsDDGjh1b4+0fPXqUU6dOASJzdpAtRAJNnEtqKgA3gcdAQ2AB0MLYMgqFiE5wt32dpri4OJYsWUJcXBzu7u5MnTqV559/HldXo+VOa4yuC12SKkb89OkDPXqI1y1apDFv3mr+9Kf1QBbQGJgOzKVp08Cy0QxCAwIhppsqHursLnRD3NzctCLauXPnaiaiWYAmJz0uLs5qdQQcQkgH/eKka9fCRx/VfJ3p6XU77mXqVFGA1KCQqxrYASQhOg4rXCkzZ8LGjZWuOjAwkNmzZ+Pm5sbdu3fZvn27XWoCNG3alPnz52vFdF1nuiF9+4bz4othQBdEZ7CIoNKI6LaOeQkPD9d2KO/cuRO1uppGIt289DIxfRTijvsU+BlELQA7xItdunSJJUuWsG/fPrOXcXd31x6HM2fOVJiekwNZWS2IjXXXi4uzVxSPoyIL6TLGsSQX3bNJnchEr06cS70oKGrLCBfdwqF1IBJIxka0nwjvXLd+5EthZlmGeiuncCZbSnULkGbklfDa6ovsvuokYqwh2gxuM34w5KfBZ886xfnv28rfrLx0p4rpMbfw6JZXneIcycjYC80P2MePI/Hz82TTpigiI7303MkgBNBGjSS2b9/O48ePadiwIdOnT7coQ9UUvXv3pnXr1kyaNIk+ffrUeH0VUKng178WirFmm8Bw4GWgmbFl7BTnIkkSx48f58cffyQ3N1cb5aIRSm1BVhbcuaPvQgchpoeECFH80SMoKhKRP7/97TW+/PI+mZmuKJWDgTdxdW0PKPDwEGkEuvE/hvnndZ3IyEi6du2KJEk1E9EswNfXl7CwMCRJ4saNG1ZZp0ZIf/z4sV3ysCtFN/LlT38SIrFhTkR1+PDDuluMNCpKDAHRKeCqBOYAvohu0pVAnu4yKhVMn17l8QgLC2PatGkolUquXLmijeCyNU2bNmXBggV4e3uTnJxsUkxPTnZlz56XgZGIoC7xsbZsMR7zYgtGjRqFp6cnjx8/Nioim43BqAwPYAJAo0acnTaN+JISUbjiyBGbdgq1adMGFxcXkpKSLCpC3Lt3bxQKBXfv3iU9Xd8sqV+XRaJ//xscPVpst3PkqMhCukxFLM1Fn/aj0wug1YlzqRcFRTUudGtGuOjmn8uFQ2XMxVSOursVSocXPK2zcS+aAqTfvtgdP2/L3Hm/WneR3Vet3HlmL9pPFNeHOeSni2eegwu1unnp5ox7qlOFR3NSnOIcycjYg8REXZGhE2fOvMOUKRF67mTdXPTTp09z/fp1lEol06dPx8fQblxNvLy8mDNnTo0jYkxy/DgkJvIE0FhcFIhifEYrYdgpziU/P5+1a9fy888/I0kSXbt2ZfHixQToCGHWQhPjonGiz5wpzL6a8zx4MJw/D48fg+g8FnLbl1/Cp58OJDOzO2Fhb9C163AiI931iofOni10nbqUf24po0ePJjQ0lFGjRqFU2uf3nKaz5dq1a1ZZn7e3N4Fljma75qSbg8albg13emKicHDXRTHd3R2WLNHLmPcD5iPGGqUCq4EKwX1mFCBt06YNEycKnebkyZPExMRYb78rISgoiPnz5+uJ6aWlpdrpum7myEhxWl1dRbxUVBQVYl5shZeXF6NGjQLg8OHDZGdXKBFqPgajMlofPky3115D2ruXbTNnUjJ7NgwbZtNOIW9vb9q3F78Vzp8/b/Zyfn5+PPOMMF6dPXu2wnRNXFxQ0CYSEzcydOgpu50jR6UOK4Ay1aI6uegRA229VzalunEudbqgqK1c6HL+uYw10BXVf/dQXFeevjVf75G/wj+eETUAYo/XKVF9bMdgTv/3CPy8zS9Eo5bgjbWXnMPZbIy2z1s2/97fOfw510T2NKmiU8QpC482qux5WvaEdoJzJCNja7y91fj752t/wLZuLYpLG8tFj42N1boQx44dS3h4eI22nZOTw+XLl7WvbVVIE4DkZBKA5cBPiHRvk9gpziUpKYklS5Zw9+5dXF1dmThxIpMmTapWkbeq0I1xuX273Ik+ezZ8/rkQneLihHajUqUgQiBWA2refReaNHEjMnIiMTF+HDok3OZ9+uhfI23b1i8XuiFeXl4sWrSI1q1b222bHTp0QKFQkJSUxNOnZprWqsBh4l2M4eJiXXf6O+/UzZgXjaNZp0OuCTAP8AaSEd/uIt1lUlOFA7oKUbZr165asfjAgQN693Bboiumt2vXTht5pd8ZDPv3F9Ox413WrdM/r//8p30E2m7duhEWFkZxcTF79+6t2cp0R2VkZDDm//4Pn5wc0oHDmnmSkmzaKdSzZ09AdNZZUkxZU3T08uXLFBUVVZgeFgb//Ge7slengRJWraqfIjrIQrqMIfUsF12OczFAI6D/I9K6LnQ5/1zGVmhy1P/rgXUKkxakixoAP44XozHqkAPW3VXJXyd3srgIqdMWIDU3NgQACbKT4OFJW+9VjRnbMZg/jmtX9YzAwZspNt4bK9F+Ikz6TxUzOc85kpGxJVeuHGPixG/48cf7FX7A6uaiQxabNm1CrVbTpUsXevXqVaPtqlQqNmzYwNatW7WFNa2OSiWU3nXriPvlF1YhhKNSNAm6RrBDnIskSZw9e5YVK1aQlZWFn58fixYtonv37jbrTNAtJjprlr4TfcoU4dyEAmAXsARv73heeSWN8PDHxMWJeo3r1olronHjcg3TsHhofXOhG6J7/uyRId2wYUNatBDp/rdv37bKOjt16sSoUaPo3t28Wiq1gq5b95139ARjs5EkYWW21f2ntomKEiKrTmZ6AEJM9wQSgQotoLQ0s0TZAQMG0L9/fwC2b9/OnTt3rLjjpgkKCuLNN99k8ODB2vd8fERHXmQkHD4ssXXrV3zzzRreey9Jb9l33y2PKbMlCoWC8ePHo1QquXnzJnfv3q35SsuiyRogIl7c0RlJpbnP2KhTKDw8nKCgIEpKSrh69arZy7Vq1YqAgACKioq4cuVKhekJCfCnP7VHpL8XADeZO9c+58gRkYV0mXLqWS66HOdiwM3t8I/WQkAvyKzZunxChKg5Zbmcfy5jH2xRmDT7kRiVcWOrddbnAGgczZbEvDhtAVK92BAzub3bNvtiZZo19jRrvuUxcc5z3vLTzJsv97Ft90NGxoGJj4/n6NGjlJbm0rix8Tzk5s3B27uUDRs2kJeXR3BwMOPHj6+x4Lt3714SEhJo0KABHTp0qNG6jBIdLYa8DxvGvdmzWf2Xv1CsUNAKeBGROVsBO8S5FBUVsWnTJnbv3o1KpaJ9+/a88sorNGtmNKXdaujn0gon+qefauIPJOAq8BVwDpDw9OzI22//ihMngomMFJrlrFnlET+G667P4rkharWaQ4cO8cUXX5CXl1f1AjWkbdu2AFYTM8PDwxkwYABNmza1yvpshsat+/nnkJJS/ciXZCdp11QHd3cxukaHpsBcoBsi2sooZoiyo0aNokuXLqjVajZu3Gi3IrteXl7a/xcVFXHs2A6io/M5ehTCwxV4e7fghx8gPv4BkZEiIz0iQtzDdGt+2JKmTZtqa33s3r2bkhLzTZZGKYsmA2gD/BrQ68q2YaeQQqHQutLPnz9vdgehQqHQutLPnj2rt5wmiic2VklwcA9eegkCAs5XqMtSn6iDaqBMtahnuehynIsOujEuBVaIARj6e3j3uhA1O02VI1xk7IstCpNuWgjXt9Z8PQ5CdWJenKqApS6a2BAvM51Pp79xilEIvVv6mVV4FJwkKx2goZkCQPp92+6HjIyDUlBQwObNm5EkiS5dutCpUyej80mSxK5du0hKSsLT05MZM2bUOHrk1KlTnDt3DoVCQVRUFH5+fjVaXwWio4WrMjGRJMqjXNpIErOACnuvUNglziUjI4Nly5Zx48YNlEolY8eOZdq0aTRo0MCq29FkoRsSFiZc5RERQkyPioLS0iJgIxAN5OPtHURIyHzS0qYycaJQxw0jfmQqR6lUcv/+fbKysow6Ma1NmzZtABHFkpuba/PtOSS6kS/+FrbVg3V+i+uMYrF1IUe7ERUFGzeKY1RGCDAJ0P1FrW3ZmSnKKhQKJk6cyDPPPENJSQnr1q2rWSZ4Ndi2bRsXLlzg2LEdNG8OCQkSf/6zC5mZEBiYwJEj8MILsHOnKJpsWPMDyutGWJuhQ4fSqFEjnj59WvMseYPOHm9T8yUlmZpSIzp37oybmxsqlcpooVdTdOnSBQ8PD9LS0rh37x5QMYrn0KHutGih5MUXEwgPf2z0HNUHZCFdpt7lostxLjpYs5ioHN8i4ygYFiataeSLpIZN8+tUMVJNzIslSDiRKKtL+4nwm1/M71RxghxuTeFRc86E02SlmxvFc+SvTtHZUZ84duwYEyZMICQkBIVCwdatW2t7l5waY6KqJEls3bqVhIQsPD39eP550zUgzp49y6VLl1AoFEydOhVfX98a7c/ly5fZt28fACNGjNCKgFajbAg8kkQWsA4hoj8DzABcQU9QAoSl2sZxLvfv3+e7774jNTUVHx8fFi5cSN//z955x0dR5///uSWdFJJQEpIQQglNBESKdEQp0ox0xV5Oz1O4rt6d+js9z3Jfy3n2joDSm4iKdKQoPYRqOgmBkEYSSMju/v74ZLZlk53d7CYzYV+Pxz6S7H52MrszO7Pzer8/z9fgwR5HuViz0O27+nJyRFd5iI0LowfKEJfxY4iMfISVKzvZBM1qNNc2+9wdXX/99YDncCsNKSoqiri4OIxGIz///LNHlmkymTh+/DhffvmlTaij4pWSItJyn38eWjuMEbZIoxHVpeHDxd9Ws1hogiDHJtX06aI44EBGYCNQx+qV0amv0+mYMWMG7du3p7KykuXLl2NowuLDiBEj0Gg0HD9+nNzcXA4c+BG9/jAREfD5572JjxfHxAcfFOMTEmwLgjk54lg5frznzfSAgADGjRsHwM6dOykpKXF/YTF1PSMjkAZ8jRWqbP58r+yvgYGBzJkzh0cffdRmRoAzBQQEcMMNNwCYEW7WKJ6tW6F791YkJycTHg4vvnjomi3a+ox0nwRv9BrhovtwLrXyVJhoUJTo+vXhW3xSqqyRL0GN7KDb+i94JanFGOrje8fwztz+aF3wBPJLr/D2Zg+wA5taen+Y9Ia8sWVnIXOnV1fHExrfO4b7hybKGnuuTH7YULNJNopHo4pix7WkiooKrr/+ev73v/8196qoXvWZqnv37mXfvpN89pmOpUtncOWKQ9AJ6enpZtP71ltvpXPnzo1anxMnTrB2rShcDRkyhKFDhzZqeQ5lNQW+FGGitwOmY9V9aTAIHMTixYKxnJHhVRN97969fPnll1y5coW4uDgefvhh4r2UqGbNQreeIi9NpU9PhxMnDFisFx2QwiuvPEhS0ghycnTMnWthqEuGhg/f4pqkAlF2drZLHZzuasiQIQD8/PPPjcdIADU1NWzYsIEzZ86wf//+Ri+vSSV1p1+4UD/uRSpgvfGGGG81i8VGXg5ybFLNmCE69q2Y6QCnEVGPPwInrB9IS5PVle/v78/MmTMJCAggOzubzZs3e3a9G1D79u3NRauPPvqIgwd3ctdd8MUXE5kwoR9gOSZmZ1M7ThzLrI+J58+LcZ5Wz549SUxMpKamhu+//979BQ0fLg7CVoVXI7ABOI4w1AHZjHt3lJSUZA54dUVDhgxBp9ORnZ1NVlYW4eGiKLttmyVYtG/fvoAIur5Wi7YtyBn0yW1dkjlVX+VcdB/OpVae6kIf9TT86bTo+vXhW3xSunpOgT+dEfttUIT7y7lSIj47r3ZuEV2xE/vE8Pacfi495/VNp9WHeAGxDwx+TN7YZXerYvve0lMeo/ef64+pY5v1nAKjnnIyyBc6qjRNmDCBF154gdtvv725V0X1cmSq5ufns3z5D3z2GRQXj6OkJMahgVBcXMyyZcvM4aKDBw9u9PqUl5djMpno27cvt956q3eCNa26KBOAB4E5OGCit2sn2rNHjarboe4hmUwmfvjhB7799ltMJhP9+vXj3nvvJdSLrXb2LPRRo+CnnyyGkU53EYPhY7RaYXYJXySS996LtQkgnTsXvvrq2jQ0PKGIiAjatm2LyWTyTNigE/Xo0YOIiAgqKytdCgSsT35+fowcORIQs4Sqq+U3jSlG1rgXKR1XkvUsFKtZLHXk5SDHJldKiigWWIWzJgMDETNFVwLmWPkXXpDdlR8ZGcm0adMA2LVrV5PMxJA0atQom79TUiYyefJA89/Wx8TsbJgyxfaYKHVG2+8inpBGo2HChAloNBrS0tLIyMhwb0E6Hbz5prRQQMwlkl7lT9ixILy4vxqNRnbv3s2FCxdkjQ8NDaVfP3FtKHWlWwdWA3Tp0oVZsx5izJi7HRZtvYXfUZJ8Rvq1rrS1sNHZRWutVMxF9+Fc8FwXemisD+Hikzoldaf/Kb3xuJfLxeKz1AK60yf2ieU9FwNIn1mVSnWN0Ytr5SUl149DsNHlEpEbonAzXS4rXVWM+yiZHbS+0FHVqqqqirKyMpubT0KOTNVTp6L48stelJT0oFOnGx0aCCaTiTVr1nD58mU6dOjA5MmTPWJ6DxgwgHvuuYcpU6Z41kS35hoXFGAdmxoNRDh6joOp8p6UwWBg1apVZjbuzTffzJQpU9zq6KtPclnoQ4dCeroJne4ABsN7hIfn0b79QRITL7Nzp615vmSJpRO9Wzefid4YeToEtCFptVpzsWv37t2yAwEbUr9+/YiMjKSiooI9e/Y0ennNppQUkTS5ZYvjWShWs1gcSmKGP/dcy+Cm+/vD++9bsiGA8UASUI3AYdmQ9mV25ffo0cO8D65atapxKBMXFBERwZw5c5g9eza33XabOeDSWvHxYtPZHhMtJnp8vPfM2nbt2pnDOr/99luMRjevd1JSRPHHqggyAGGo5wNZ0p1eDB4F+P777/nuu+/45ptvZB9nhg4dilar5cyZM+Tl1fWNyst13H9/B0aN0jhEknkLv6Mk+Yz0a1lSwGhloZOB6uai+3AueLYLfUGqagsqPvkE2OJewmIbt6yt/4LXeynecHUmVwNIL1ZUM/ilTeowZq0ll8MtSeEIEYmVDvJekSoY93JDR+WO80lxeumllwgPDzffvIXMUJOsDVbJQLCY6f4UFNxOp07T2bZNg6O36+DBg2RmZuLn58f06dMbZf4WFRVRWWmxthMTE9FqPfh92I5rfGjBAt7SaEivb7w9F9kLqqqqYvHixRw5cgStVsu0adMYPny4R4sHrrHQLwPLiIxcS0TEVf7xj07s2fMbduwIYtAg2zDR5GQfD91TkvAuZ86caRJudL9+/eoE+zVGOp2O0aNHA6LL2PpzrDrpdKKS6GgWigwWOOBSh7biJZmyHToAwsSbAUQhkFhfI7BYgDBmTSbRte9kP77llluIi4vjypUrLF26tMn4+snJyXTv3p0bb7yx3jFhYfb5ELBwoTgdeNusHT16NEFBQZw/f55ffvnF/QWlpAgsWa2Cgb61v++2Hyt3v3ZRgwcPxs/Pj8zMTNmzX1q3bk3v3r0BwYu3l/XsuZEjr5KeLppVmwK/oxS1EJfQJ5flUsAoquWiX/M4F4+x0CN9Xeg+tTz1nALzUwXjf9BvkG2u2utSvviMHVvtybVrcrkaQKqqLmdJsjncoBaEyPjeMbx7V39aO5lRYEIlwaNyih0aLVRcbLJV8smzeuqppygtLTXfcuxdxWtMjgzW+Hh4880CLN/TNbz3ns6hiV5eXm5muY4ePZrWzgL7GlyXUj7//HM+/fRTLnnjCtiOa5wFrAOumEyW7jxr2XORvaDy8nI+++wzfv31V/z9/Zk7d66Z/+oplZbCqVOOWej79sGIEeJ+QVfIAN4F0rh6Vcsrr9zCggV3Ex8fZp6JEB9va577eOieUYcOHYiJiaF3795NgkaxDvb76SfPfNfo3bs37du3p6qqyjy7osXJ1dkpublwxx2wbJl31qepZN2p/7e/EQTMBQKBHMSx1Ea5ufDiiw0uUgofDQoKIi8vz5yxoQSdPCkdEy2aNw/27vW+WRscHMyYMWMA2Lp1K1euNCJrqLb4IUmCrp0CbL7JegkpFRERYcY+ff/997IzIIYNE020x48fr4OFkWbPxcRsJyPjNUaMONxk+B2lyGekX6vK2CHPWA2OVi0X/ZrHuXiiCz2wdS0L/Ywq9wGffHIqrU4w/ie8DNM/a9yylt8Hqas9sVbNpvG9Y1gwtpvs8SZU0uVsrZ5TxHktSKbZdHKDd9fHAxrfO4a/39ZD1tjzlxQePCqn2GEywvJ7VT8T5FpVQEAAYWFhNrdrWY646AcOFHDXXR8CXyEm78NDD9XtZAbYuHEjV65cISYmplFc9MrKShYuXEhpaSkmk8mzXeggOiOfeMLMMC5CdFEagF7AKKhrlltzkb2gixcv8vHHH5Ofn09ISAj33nsvXbp08ej/kAols2djwzQfNQpWrRLIgsxMwT6vqblC69Zfcf/9ZURFRVFS8iD//vdQcnPrFhZ95rnnpdVqeeSRR5g0aRJBQUFN8j8HDRqEVqslIyODc+fOOX+CE2k0Gm6++WZAhOaWl5c7eYYK5SDIUZbmzBHHEzVL6tTvKWYjRgEzEWZ6d0fjn33WaTd+eHg4KbXH2J9//pnDhw97cIXdkzRLp6ZGyoUQP9PTYdiwumatNzAvN9xwA9HR0VRWVjau0GW3v0YD3RDXUDYAJhnbyl0NGTKENm3aUFFRwY8//ijrOW3btqV79+6YTCaHRbn4eHjnHT8iIqo4e/aQQ/xOS5bPSL8WlbZWXIDK0fiXVGmgXtM4F091oY96Gv78q68L3adrR72nNQ73YjLC8ntU35n++JgutA+rE/NWr/JLr/D2Zu8Hc3lUPafIL5zseUcVhm37cHkX/ZmFFV5eEw+o5xSY8ZnoPG9ICkfv+OSTHNlz0YcOrWbMmGWUltYAJmJi/EhIEKFr1p3MIFjOqampaLVapkyZ4rb5XVVVxaJFiygsLCQsLIx58+YRYj+nvrF68UXB7gWuILi+lUAsMI3aOSgGg5gG74iL7GHl5uby8ccfU1xcTGRkJA888ACxsY3EvVlJwvVYF0rmzhUvLSFB/J2SIowiED+TkgJZvHgC06bdwN69j5CUFGs23RtCQvukXoWHh9OrVy9AsNI9oS5dunDDDTcwa9Ysz3+OlSAHQY6yZDDAjBnqx7yATVd+EjAfqLedQgbipWvXruau5XXr1pHvJcyIHOXm2nY279wp6DzWx0q9XuRDeBPzotVqzUWp3bt3u1+Ust5fa3UTEAfYpAJpNF4LHdXpdNx2220A7N+/n7O152JnGl6LVDty5IhDhv7Ysddxxx1aIBcQuGgJv9PSpXLH0CeXJXHRLxfLGx+qvs5sg9HEc2uPXZs4F090ofvCRH26liXhXhoTRqryznSdVsNzU3q5BLp5fdNpNhxREeIFxEwEubx0FRi2coNHX990Wh04nuAoUZyqV+pA71wLKi8v59ChQxw6dAiAjIwMDh06RHZ2dvOumIokcdETEiAnZyulpYVAGHFx09i7V2MTMCmZqlVVVXzzzTeAYKDGuBnGWVNTw9dff83Zs2cJDg7m7rvvJtzTrc4rV4puO8AILAMuAGHAHMAmnaNdO8dcZA/q1KlTfP7551RWVhIbG8sDDzxAZGSkx5ZvjesxmWwLJTNnggVdbQIO0alTprmLb/z4vkyePJnOnf1tWOihoR5bPZ+cyGg0kp2d7R28kQMNGTIEgNTUVI/8T41Gw+TJk+natatnQ4KVJDtmuEvyklnZpJK6nGsVaPVQKXDeeqwMxAvAqFGj6Nq1q/mc0FyM/dBQccyTjomDBtlgxgHxWHKy95nc3bt3Jy4ujqtXr7Jt2zb3F5SSIsJva9UReBC7WQReDh1NTEzk+uuvx2QysWHDBlnBox06dKBz584YjUaHXenFxa1Yt06axSVmMsyb53j2XEuTz0i/luQSF702YLTjTd5eK4/r7c1nOFdWJXt8i8G5pK72TBe6L0zUp2td1mGkQW5cWEud6VtfVrz5Wp8k7nakE+62tR5fcoANRxpx/GlqmREiMs6JZWdh+2teX6XGyDp4tCFpUAmOp7zAs+N88pp++eUX+vXrR79+/QD4/e9/T79+/fjHP/7RzGumLsXHwyuvFGCZ7D2Zr78OJj7eNoBUMlW3bNlCaWkprVu3NgcMuqNvvvmG9PR0/P39ueuuu4iOjvbEy7HIYBAdkbXaB/yKMM/nAHX8YTcLAnJ14MABvvrqK65evUqXLl249957Pda166gLfdQo8diSJcL3ys6GwkKAKmAVsJqSkhV8+unlOl189ix0n5pGy5cv55NPPuHo0aNN8v9iY2Pp2LEjBoOBffv2eXz5V6/Kx5yqSnbMcNnKyRGm5tat6jXUHXQ5AxQAHwKLAJv5hzKwIRqNhpSUFCIjIykpKWHFihUYjQ01NHhH4eHimLdtm6Xj/A9/kB49B5wmPR02b/Y+k1uj0TB27FhAdHIXFTUiZ6hrV8tyGxrnxdkAt956K8nJyUydOlV2kU3qSj948KBNV75UxDh//noiIuB3vztMp07GOjkgLVU+I/1aklwuuiQVBoxuTM3n9U2nZI9vMTiXY6thxX3uP9/Xhe6TT3XVc4rIBxj1NARFuP78rf+C13upAgviSON7x7DnqZuJDPFzPhgwmuCxxQfV0e0sqecUGPyYvLFb/6X4bTm+dwzznTDuVRM62qqdvHEhbby7Hj451ahRozCZTHVun332WXOvmqqUnW3i8cfXI3q2ewJdbTq7rE3V8vKz7N27F4BJkybh5yfvOG2vyspKTp06hUajYfbs2R5Fm5i1dasNl2QA0A9IAepY5vHxotPSCzKZTGzbto21a9diNBrp27cvc+bMwd9ffsG4ITXUhT5sGNx+O1gQ2HnA+9x22xFat9ZSXDyQe+8NcGg8+FjoTSOpCAIQFdWRsjI4dOgUubm2/OW0NHHLzRVFEekx+3HW98vBTUhd6b/88ovHgk5NJhM7d+7k//7v/5oV1eFVSczw555zzUV94QUYPVowQ9SKeklJgeeft7krDAhAdKUvRWRQmCWjEz8oKIhZs2bh5+fHr7/+yubNmz26ynIlhShbOs5NxMb+xKxZ76PRLKKm5gwpKXWZ3N5gpScmJtKlSxeMRmPj3g8HReLLwE7guPWdXgodBQgJCWHOnDm0bdtW9nM6duxIfHw8NTU1ZvyUNX6nU6dkHnkkkMjIMr74IrPO7LmWKtW4hy+99BI33ngjoaGhtG3blmnTpnHSPsbXp/rlChc9qLUqA0ara4w8vUp+50CLwLlIPPRl9ziZAt+AfF3oPvlUv6Tu9D+lu4d7uZQvZoqolJvur9fyr9uvc+k5quh2tlbyRPljVYB4SYwOljVuU1rjQ828qo43yUPvrHpE8QUOn3xyppwcuOmmgxQW5tC6tT/ffz/e5mJUMljj4iAkpIa1a9diMpno06cPnTt3bnDZDSk4OJjf/va3pKSkkJSU5JkXY62VKwXLxEp6YCr18HzfeMMrOBeTycS3337Lli1bANFhN3XqVHQe+l+lpXDqVN0u9K1bITZWGK55eVBTY0L05H8MFLF7dziffXYfSUnDycjQtnjjoSllbYzb32dvtpWWwpgxooZz7Bj89a/d+OQTeOGFbIYMqWToUFEk2bMH+veHfv0EbqJXLxEWO3q0+DlkiFjOsWOioCItc/x42LtXGPCOlJsL7dp1IzIyksuXL3usK12j0VBQUMDly5fZuHEjBrV2X8tRPR3aTpWbC3fcod4Q0meesSkgBAGzEWZ6FrDJeqxMbEi7du2YOnUqADt37uTUKflNip6UtVkbE7OVmTO/JzHRROvWAL+Yx/3nP95lpQOMHTsWjUZDamqq+0UpByG5BxDbaCtW82O9GDpqr0IxPapBaTQac1f6zz//zOXLl23wO9u26Rk+XFwrnj9/6JpBkumbewXkatu2bfz2t7/lxhtvpKamhqeffppbb72VtLS0lhmi4UlJXHS51PAZn0PSSK+ukqe1MTWfp1elUlQhb+paVIg/u5+6Wd2d6GlrBarHXZRLaCxMeNlnoDeRDEYT+zKKOFd2haLyKiKC/SmprCYyxJ+2YYFggvPlVRSVVzm8z9n49uFBDOwUiU7bQlmIzS3JUG+TLBjorhault8nDsG9p3lj7byq8b1jWDC2m+zZPlL46JNOOqMVI8mwlXMsLTsLmTsVfY5sGxrofBDw8a5MbuwUqdxisoTeWXo3wkyv5zvMpXNijAobAHzyCSxmwdmzrYmKasOHH/bjllvC2LrVYiKMGiW60UUw6VYKCgoIDg5m3Lhxjf7/wcHBXHedawVTWVq5EqZPB5OJLOA0MIYGurief94rwaJGo5H169dz4MABNBoNEyZMYODAgR5bvtSJfv68CBKdO9eyzV57DQrM9CkDsBqN5igzZsDWrT04f34KCxYEmZ/X0o0HT6u0VGB0QkPFT8lPLC0V5nZxMXz9tWApg9hOebWn+thYCzLn5Ek4ckSEGI4fD1pta0pL21NWdg6TKRUYSE2N8FuraumheXnCu83OFhm6kkednw+33ioe1+vFMmtqYMQI4Z/t3y/WU1rvkydh1ixo3VrLG28MZ/XqNWzYsBl//44kJ8ebx7k7K2H06NGcOHGCrKws1q9fz5QpU1o2N33pUpGx4GrRYPZswV+aMcM76+YtSQWEO+4w39UGMeNnCbAb6AZ0kh5csUL8HD68waJl7969yc3NZc+ePXzzzTckJiZ6bPaOXElmLcAHH7QjOvp2Nmw4TXFxKtYU+AULRLO3dOwF8fny5Eye9u3b06tXL1JTU9m1axfTp093fSHStrJ6bn9gCwLJkwd0AEvo6NSpXssJMZlMbN68mZ07dzJ//nynuShdu3alXbt2FBQUsG/fPkaOHMnGjZbjrl7fn5CQEK6//npatxbfVxpz3FKDNCY5lHkF6sKFC7Rt25Zt27YxYsQIWc8pKysjPDyc0tJSwsLCvLyGCpHRIMInZZmtGmEmzD+qKrzHxtR8Hv3ygEvhou+pvRM9dbVgMLurUU/DiD+qajsrXZJRfv7SFaJbBdgY3bnFlaw5nCe70OOuIkP8mdo3lriIIBvj3Weye1iN+fzN+Bx6TfPk2jSJDEYTQ//9o0v5E6o6zqatFTMH5CgoAib/V7GmrcFoYtjLmzlXesXpeTEmPJCdfxmj7GODrKKxur6/XJPfRxvQtf5+WBuxmzcbiYszmTulpWntbdsK06+0NJtPP/0Uk8nE7Nmz6d69e8MLr0eXLl0iNzeX7t27e8dUq64WIYCFhVwC3gfKgbHAMEfj4+IE69jDpoHRaGTNmjUcPnwYjUbDtGnTuP766z36P3JzRRekhBiwNtNtZQKWExp6nIULb6Vfv0GMHq0xP++rr6Bbt5ZtPDRGkmkeFyd+P3sWHnhA4HJCQqCiArZvFx7UyZPiM1VTI3apPn3gyy9hwgRhfIMI9t21S2B4pIKVZHwnJEBl5V4KC79FAIgeMT+m01k82g4dxPPzHJyepHEJCeLn2bPi/rg48XkuKoJWreD4cfG4Xg8rVph46KEVaLWpVFWFEh//CGVlIbQPLmPj738gvHO0UwPUkU6dOsWSJUswmUyMGjWKUdKUiZaq5cvdN8SXLlWfmQ7w//6fOdBZ0npE33YE8CiiS92suDhh6jZQvLx69Sr/+9//KCkpYciQIR4p3Loq6899Tg4MH36erKx30GqDMBr/Yv6cSZ9Pa8yLp3Xu3Dnee+89NBoNTzzxBK1Fa7zrsttWK4CjwI3AbdbjtmyxTG/ygj7++GNycnKYPHkyN9xwg9PxqampLF++nKCgIBYsWFCnsGK9reyVm6sOY92V76Oq6Ui3V2ntfA1PJqy3SGX91KK56AajiefXpblkoi8Y21U95o4jNYaH7utCb5Tsu8ql7vB9GRf5/KcsSi43b5hPUUU1n+7KdPiYz2T3oHpPA83n11Rnuk6r4bkpvfjNlwdkP+f5dWnc0rO9OvatnlNEgXHrv5yPvVyi6A5oKXRUzraSWOlDOkc1wZq5qZ5TICAMFk5tYJBJzBbI+gk6eYev7JNP3pIUrCYuQG37tSUuemgoBAZW8dlnqzCZTPTt29dtEx3gxx9/5NChQwwePJjx48c39iXYauVK+M1voLAQA4LTWw60Axz2gWs0wtDxsIluMplYu3Ythw8fRqvVkpKSQu/evT22fGvTwHr2wNy58NBD8NRT0kgjer2Wtm016HRTyMkZwu9/H8fWrZbntW3rM9EbknWxae1aePBBi3ktGeMAN90ERiNcvChMNRAm29GjAr1jr+xsmDevviLIdcD3QD6QT01NjHl5CQl1/7e9DAbR9Q7CRLd+zrlzlvWTJDreNdTUTEGrLcBovEBpyVKMpnvRUsilB+cTzlmIjBSdqjffLJx8GcZ6t27duO2221i/fj1bt24lIiKCvn37NvgcVWv6dNF5/eSTrrOS5swRxyR3Oo6bU888Ax98YKnYALcggp2Lge21f5t19qx4jcuX12um+/n5cdttt7Fo0SL27t1Lnz59iPFyGLS9wsPFTZq5lZUVREQETJ9+hR9+MJGVJa4xamqEmb5kiYWV7mnjtn379nTp0oUzZ86we/duJk50AQ1pLavQURCZIUdrb+OwMmi9nGvQpUsXcnJyOHPmjCwjvWfPnkRGRlJUVMT+/fvNuQ5ge4y2L2TYNwS0lPOcKo10o9HI/PnzGTp0aINfiKqqqqiqsnTPlZWVNcXqKUsnN8gbF9QaJr+lSFOgIe359SL5pVdkj48JD+TxMV2dD1Sq0tYKHro78nWhuyT7DnOlmOXuSq7J7jPXZarXtNrmMhc/jyajeI5GfZ3p43vH8M7c/jy+5AByEOiqQ7yM+CPs/1Rw7eVo41+h+22KPKaO7x3D/UMT+aSez7y1zl+Sfw5tNlU6ZzgCUF7gfIxPPilMq1atom3btgwaNAhHl2ZSd9fatd9RXFxMREQEEyZMcPv/5efnc/jwYQCPGsuADc4FhA2ZAwQCs4A6YICoKGH+eBjpYjKZ+O677zh06BBarZYZM2bQo4dDKrtbcmQaWJvpwkQ3IOi3pbRrN4OVKzXExAQwalScDa7nWpgCL1f1oVouXRLGeXa2wKZotcIoi421dKKCrWcq3S/9vP12cb+1oT10qPjduot14ULp/mCgO3AMOIl1NO6SJeKn9Pz6JJn90vLBso84kngd/hiNs9BqPsBoyqY9X7CVvxNHrUFaVASffipuAG3awJ13CnO9AVN9wIABlJaWsmPHDtauXUtsbKxLgYOqU0qKeE927IAffxThonJkMIiO9GXL1GWm63Tw1luWdTaZCACmAUeAOvwGk0kWQqRr16706tWLY8eOsX79eh544AG02qZH4+r1lwkNzSUu7ipvvXUrkZGB/PSTCescneRkcfOmcTt06FDOnDnDwYMHGTlypHuIabtiRCcgHBEQewLoXc84T6tLly5s2bKF9PR0DAaD08wQrVbLsGHDWLt2Lfv27WPw4MHmGW2XLkkZIScYMOAgmzaN47rrIq3CYjGPaynnOlUCon/729+SmprKV1991eC4l156ifDwcPMt3htzPJSstLWw5x15Y2d8rjoTfWNqPr9dLL87UgM8O7mnes3BmmpYP9/152l0MP1zwXdWoOGjNBmMJt7cdIob/vkDcz7cw5NfHeLOj/by5o9nVGuiO5Nksv/zm+MsWHqYOR/uof8/f+CPSw+x6kAuu3+9qK7wyKZS72kwc2FtIKKLWn6fQMSoTBP7xPD2nH6yx7++6TQbU73bUeExaXUw4RWchlsCNh3QCtUtPdvLGpdZWOHlNfGAWrWTN+7ir95dD5988rAyMjI4fPgwP/74I8XFxfWOO3nypJnxPW3aNAICAuod25BMJhMbN27EZDJx3XXXEedoDra7MhjgiSfMJvoRYG/tQ7cDDucQf/21V7jo27dvZ8+ePQBMnTrV4ya6fbBoTo4wYR95RBp1CfiCwMDdhIWlcfZsNnPmiEfsg9ji4lqOseCuSktFEOf48cILHj1a4HJycmyDQf39hTl9/rzwmESAq2MPUMI8LF1qe/+SJRYjXNLChZawwnk2lLcRwIOAbS7KnDmYt6ccScuXjHrnisZomkYERczmCS7RQFf1hQsipHf0aOjYUWAjliwRO5odJ3zMmDH06dOHMWPG0KZNG/kvQK3S6cQH9LnnHPMmGtLs2cJMV5NSUkSHeYcO5rs6ApOxw7pIMplkBZCOHz+egIAAzp49yy+//NLgWG+pquo848cv4qGHNnH77TcRFNSfU6dsrcyKCjhxwmLcnj8vjFtPKjExkdjYWK5evep+KLBd6KgG6Fv70EEQ98fHi3FeVExMDMHBwVRVVZErc+ZG79690ev1FBcXc+HCBfP90sysNm1+5vz5k4wbd5iffrJsC6mY6MmvHM0t1Rnpjz/+OOvXr2fLli1Ov/w99dRTlJaWmm85UuT9tSCjQTBF5SisAyQ6JBYqVhIXXa6xGRnix7tq4vXaK20t/F8PqLzo+nOnf6I6jERTyWA0sfvXi6w6eJaPd6Tz/NpU+jz/Ha9vOt1iTXO5Kr18leUHzpqN9Rtf3MT/W3fMZ6rbq+cUmJ8qZny4Iqkz/dhqr6yWNzWxTywLXOgyf2ZVKtU1LiJwmks9pwhkS5BM7qHcWV/NoIGdIokJD3RaFlBFsUMKhHX2arb+S5wvffJJYSotrUsYMBqNbNy4kbIy6NnzxnqNrYqKCtauFfv1kCFDSExMdHs9pNBBvV7P2LFj3V6OQ734ohkrcA5YV3v3CCDZfqxkFHiB/7pv3z62bNkCwIQJEzzKRJc60WfPFhiQpCSLmf7KK/CXvwBkIajwWQQEBPD++7NISupoHqfRiC70ljTFvTGS3tMJE4QxnpkpUCzp6TBsGAwaBDfcIDrIjbVfJaqrbakH9eVKvvYa/PGPtvc5MsHnzYO9ey2mT0KChGVpB8QBGvS1k0WkgNHsbOFXxtr1Ujhq1p0zR/iVdY36htSTf7CJcC6xGpA1L+vsWcFenjtXGOtt2wpjvfYN0mg03H777QwbNqzlBo46khTy6IoMBpg5UxjTalJKivgQbdkCjz9u85AJOOPoOU4QIqGhoebzxY8//sglT7vTMhQeHk5gIGi1ZWRnm5gzxzLjBMTPzExxzPCmcavRaBhaOxVl3759VFdXu74Q6/2x9nN4PWI+WjBgNJlEccxLQaOStFotnTt3BuDMGYd7Rh35+/uTlJQEiAK/teLjYdGivkREQH7+YYYONdlsi5bW06waI91kMvH444+zatUqNm/eTKdOnZw+JyAggLCwMJvbNSNX2Ogq5KI/t/aYbC56VIg/e54aq14TPXW1CMGTO7VdUmis6JZVGT6iKWTfdb7g60P885vjfPpTFhVVLqa8XyMqqqjmk12Zvm51R9LqxIyPGZ+DxsXTqko70x8f04X2YfI6Ii9WVDP4pU3KN2sl9ZwC0z+TN3bPO4o1biVWujNpEDx7RX+OtToY/7KMgRqB3DH6juM+KUeSUSh12Eo6cOAAp04V8PnnQbz66ihz1621TCYT69ato6KigrZt2zJmzBi316Ompobvv/8eENPTwz3p4q5caROeJr2ULsCo+p7jBaPgyJEjbNggCpyjRo2qxeU0XlIhxDJ9XXiVixcL0zU9Hf7yFxOwG/icsWPLiYpqS2npwzzzTA+z6X4td6FL76F9Ucka21JTI94bySDLzhaPVVVZEC32xnVDmjnTYqrt2iW2lWSCS2GjUjFEMuAk9EtensWkA2jTxkBsrK1pf+6cGGe9G1v709L92dkwZIitybdype3yHem/rCGM1lQDXwMuW3ZFReJzGRFhNtStDfSqqio2bNjAlSsqQLw1VikposPc1WOOGjvTpU78O+4w32UCFgNfAqn242UgRG644Qbi4uKoqqri22+/9dy6ylRoaCgajYaiohqGDcsgPf1XEhMr2LkTEhMteCdHrHRH59bGqEePHkRGRnL58mUOHjzo3kLsZg9EAn8G7oiPR7tihVdmajlSly5dAPlGOkBysiiNnzhxos5jo0Z1Z9asAKAEUVS2zMhpaVKNkf7b3/6WL7/8ksWLFxMaGsq5c+c4d+4cly9fbu5VU6bkMl4HP6Y6pMvbm89wrqzK+UCEQfDi7b3x16tmV7eVu8Gio56GBamq27bekK/r3POy71a/4Z8/8Oam08o24ppCvabBHZ+69hyVdqZL4aNyVVRxlUe/PKAeM73TcHkd0KBo43Z87xjmO5k9YMISOqpo9ZwCo55yMkj5yB2frj1Zm68SBuTKlSusXLmZzz6DoqJRFBYGOZyCfvjwYU6cOIFOpyMlJQW9M+etAe3du5fi4mJCQ0PNHXUekcEgQv2slAw8BKTg4GKzTZsGA+7c1cmTJ1m9ejUAgwYNYuTIkQ0/QaasCyEmkwXNkp4ujFrLdvsR+I6xY408+mgf9u59kKSkKLPp/tVX114XurV5bo9t2bdP3F9LAqqDbXEUxpmQ4Nx8tn5cMtWkgoe9EhLE9pSMOL1eoMdjY8V9ffpAfLyJNm2+Qa9/lc8+KyEgQKxrbCwEBYll9Olj4bUbDKIYkJAA118vfvf3F83ikoG/eLHolLd/jTavg6tk0JX/shUD4VwA1oDsRjIblZfXMdQBVqxYwb59+/j6668x1NfW35I0fXpdro8zqbUzHWwQIhpAAr58g4BPuYIQ0Wq1TJo0Ca1WS1paGqccpfd6UTqdjpCQEPz9wWT6koiIhXz6aS7du4M9ptyalT5ypDj2eNJM12q13HTTTQDs3r3b/c+O9eyBxYvx37IFMjKazEQH6Ny5M4mJifTu3RuTSd7RpVs3cV1x9uzZOrMTzp3zY9UqifJ+CBCzcKQmAm8UNppLqnEX3333XUpLSxk1ahQxMTHm29dff93cq6Y8pa2Fjc4uNmuV7GbacDNpY2o+r2+Sd+COCFIxzsVogK0vi2BRkwtIBB8P3Sxf13nTqeTyVV7fdIrrnvvOZ6j3nnbNdKaP7x3jEuIFVND5LMncAS1jXRVu3CZGB8sap4rQ0ajO8sb5Qkd9UpAkdqg1BuTdd7fx7ruVlJS0oVOnAQ6noJeUlJg7/0aPHk379vJyD+pTTEwMbdq04eabb8bfv07sp/vautXcYmzdntAWMU3dRm3aiLEeNgoyMzNZtmwZRqORPn36MH78eI+hK+wLISBestTdbEHbdwP8SEsbx4ABt9O5s78ND71bt2vHRLdmno8cCSdPivcwMxOOHBHv5dChokN7xIiGsS3WqqmxmNHt6onOaNvW9rNUUyMKGWVlwuxOSLCgW0JDhY+4fbswzq+7TmBkNm4U2OjNm+GnnzQ8/fRF5s69gl5/kAMH4OBBgYI5dkx0tW/ZAj/8IJ6fmAg//STu37wZdu8WKJ+AAHH75BOxPunpdYsCFkyFiRr80HOVTPrwBesoJ5RjwB73N4utof7cc4zx88P/+HEytmxhzapVso00VWvGDAHOv1Y6060QIsMRkbmXEegtk4sIkfbt2zN48GAANmzY4B7WpBEKCwsjMBDuvNPIffdB69ZXOHlSHF+s1RSs9Ouvv56QkBBKSkpIS0tzf0HS7IE5c8RPnY6CggL3+esuqlWrVtx7770MHTpU9jkzNDSUDrWd9NYFlZwccTw/f74vGg3MnZtGp07V5nPn3r3eKWw0l1RjpJtMJoe3e++9t7lXTVlKWwtL75aBAdEINnrHm5pktTyh6hojT686Knv8/+5UqYmethbe6C1Yr67qGuehS93n/1x3zNd13gyqrDaYDfVrGv1yDXWmu4J4UU3ns6SeU8SsLTlSMCu9bWigrHEtKnRU7jiffPKypI7c+HhrM/0yv//9L5SUQIcO49i2TVdn2rPRaGTVqlVUVVWRkJBg7n5rjJKSknj00Uc9ygxn5UrRrQmcBv4LZDc0/r33RHuuB5Wfn8+SJUuoqakhOTmZqVOnepT/7KgQkpMjcCNgaXZ56aUEEhOfIC9vCKNHa8wBpNcSD93aQJeY5+npwiN64w3xXkrNmzU1kJoqzHW52Ja8PMuYggKxK0keoE4nKAl5eYJTHh8PvXsLY7ttW/HYxo3C4N61y3abxMcL43zLFnFfeLgFvxMXBzff3I/AQDh06BDduxvp2dPSdS6N69lTPH/HDrE86+cPHgwHDojbgAFifSTjPjHRsp47d4r9rE8fDYltyrmOIySSQSx6JiDeuB+AjMZuqPJyeP552s+cycylS9F+/jlH5s1j83331Q+cb0maMUNMEXFFUme62sx0K4SIDhH8rAdOhYVx6NVXXS5qjho1ivDwcEpKSti2bZs31rheSTiywEAIC4OsrCvNxkr38/Mzo8N27drlsSJUUVER7733Ht9++61NmKfS1L17d8DCSc/NFefGzEzQ6eIwmaLYsKGa559Pq4PP8kZhoznk/vxAn5Qnc8CozA+yitjoG1PzeXpVKkUV8kzRmPBABidFeXmtvKDU1cJMc1XB0TDp9WsW5WIwmnh782k+3ZWpaOM8KsSfKX1jiYsIIiLYn5LKaiJD/GkbFggmOF9eRVF5lcP7GhqfW1zJmsN5sj8f3lZltYHlB86y/IAIHYsI8uO+oZ14fEwXdNprJNyo9zTQfC46zV2ZVbL8PnEIV0lBTEK8PPrlAdnTjTelnWNIZ5Ucn5MnCg66M+15BxKGKPIYLIWOniu90uA2en3TaZLbhyq7AC2FjpblU+93HY0WKtwI5vbJJw9LwlmcP28J2lq4EIYODQIeAY4REdEFRxFOe/bsISsrC39/f6ZNm4bWUYKhG/LUcgBhok+fDiYTxcBKRKfjUcABRQOef97jneiFhYUsXLiQqqoqEhMTmT59OjovBLRJhRCpw1GQcc4iXvVMoB0ffghffRVq7jYeNUqY6J42cJQqaX/Pq43okjrHJYZ8Q5tewrY4Qp1IJrskrRaio8X9a9eK7tNZsyAyEr74AqZMEUb1xx8L8/zSJdF5Lpnm9RU0GtpO3bt3JzAwkNLSUjIyMswBffaSTHhH6mkVWbJxo2W9rH/GxYl9RvzditAtZ7n0xL2ElmQTRiWlwBFgGfAwEFH/KstWF2AysObKFXZ8/jkRS5dyw1//Cs884/Www2bV9OnCFJ8927XiwZw5Aokyfbr31s3TSkmBqVNhxw7a5ucz5uJFvj9/no1VVXRav56IS5cET2n4cKfb3N/fn9tuu43Fixeze/du+vTpQ7v6pod4WNZ5h2Vl8JvfXCE/X5jlixeLTZmZKR53xEq3Pg54QjfeeCM7d+7k3LlzpKen13tccEWRkZEkJydz4sQJfvzxR2bPnu2BNXWuiooKMjIy6NWrl6xCdHJyMj/++CPp6elUV1cTGupP27biscWLNdx++/Xk55/k6aeDeOstUYOqqREFQ28UNppDGtM1MYdHqKysjPDwcEpLS1tm8GjGDvh8kvNxKjNdN6bmu2TSALynRqTLsdWum24gtufvj4Pesx0+apBkoL+/PZ3KamV0UEQE+3HvkERuTIy0McbbhwcxsFOk14xkg9HEvowizpVdsTHelWSyB/vreGRE52vLUHe3ODbjc1UFBVuKnc6neUaG+PHzM7eoYx8wGsQMoYaMW0lhHWD+UUUWqOWcRzVA+/BAdv5ljLK3jTTzztmrmfmFYr/ntPjvoy6qpb4fubliGrPUFbd4sQXpIEmvF92xAwda7issLOTdd9/FYDAwefJkbrjhBrfXwWQysXz5cmJjYxk0aFCjGOs2MhjEFXFuLjXAx0A+gsF7Hw46teLipFY1z/x/xH7z8ccfU1paSkxMDPfeey8BAfJmSDWk0lKLqWmv1avh9tsBTgLL0Wiu8uST3Vi7dm6d7dy2bcvuRLd/n6z399hYYXjn5orfCwqce5Xt2olxIHYTabzEHs/OtpjqiYmCznHjjZb/LZlk3jDMQKAs9u3bR69evZgxY4ZnF96QDAZ48UV4802uFhXxKZAHtAfuAYI89G+21t60wFygS6tW8Kc/tXxDfdky86wal5+nJjPdSkajkc9+9zuyFy6k06VL3E1tIlBcnEDByCh4Ll26lLS0NOLi4njggQc8OguoPuXm5lJUVERqaipHjpxizZohVFePY+tW0aE+dKjALUnq1UucX8vKRGHTG8fkjRs3smfPHjp16sQ997hxvedAFy5c4J2338aUlcUDAwYQ37u3rCKHuzIajbzyyitcuXKFhx9+mFgZic4mk4m33nqL4uJiZs2aRY8ePWzOCVlZRsaM0dp830lMFBgtJQePuvJ91GektyRtfEpe51zKh9DHjRNGM8hgNDHs5c3kl8pnty4Y25UnXeT2NrvS1sLSee49d+ZCxZoF3pBkGG9KO8dXv+Q0C+88IsiPsT3aMrRLtLk7vLCiirahgV41y92V0kz2a85Qd6dIptEKPIxKOtNB4LdueOEHLl1pID2rVqo6TrtyfL5nvQgqVaDe3HRaVsbIkocGK3/GgNPPlEZ0riu0sNHiv4+6qJb8fuTkWLqYdToDBkMhen07c7dcTY1l6rl0cbly5UqOHDlC165dmTt3bqMMil27dvHDDz+g0+n47W9/S2RkpEdeF1u3itRIYBuwBcFDfwSo41FoNB4PF7169SqffvopeXl5REdHc9999xFinzjnhhzNIpC0d6+Yml5Tc4BawjAREV34+ecZBAQEmLdzUpKgRrRkJnp971NOjniPsrMFdiUqqn7euSP5+wuzq00buFg7sUjqbAfRiV5UBO3bN32R4ty5c7z33ntotVoee+wxoqOjm+6fgzDUd+yg9PRpPli3joqCAqKPHWNuRQWe+FSbEGGmpxBBwa2lB8LCRHu/Sk1jWVq+3PXOdJ1OtDs3ZVHFU1q5kqI77mANcDNWM4ikc42M43VZWRn/+9//qKqqYvr06fTu3bvB8Z5SeXk5H330ESUlJfTvP4L+/ccQFyfCi4cOtZ29kpgojsVSATspyfOzhEpLS3nzzTcxGo08+uijnunOX7mSNQ8/zMGLF+kFzACXihzu6Ouvv+b48eOMGjWKUVIYiBNJRYR+/foxderUOo//9JM0e0to1y7wAKXOq3Ll+6gP7dJSlLZWnokOEKqeTu19GUUumegx4YE8PqarF9fIC6qphvXzXX+eRgd3fHLNmOjNhW+x7jBXslnekHRaTb3G2N8m9TKb7LtOX+CHtAJKZRihjZHEUn9/+6/XhqHea5q4QnGlM11ipmvU05nur9cy44Y4PtmV6XSsKjAikiRWupxz7MkNijXSW1ToaHCUk8KUyRICq9Dt4dO1ofh44bWIC/x9wPfU1AwjKelmmw51CQMSGlpKamoqAGPGjGmUif7rr7+yadMmAMaPH+85Ex3M7mgxsKP2rok4MNEjI+HDDz168W8ymVizZg15eXkEBwdz5513esxEP3XKNlhUMonXrYPbbzdhMOwEfiQkBIKC+lFYOJlx47Rs3WpBv1wLwaL2Aaz2RQdoODRUkj22pW1bWLECkpPF/zCZLO9pfaiWplL79u1JTk7m5MmTbNu2jTvuuKNpV6A2lDB81CjunjKFRYsWUVhSwkcFBcy57jrii4rgrbcsFQgXpUEgXoqxMtEBU1kZmhkzBD9n0aKW2Z0+fbo4ULvSmS4x05cuVZeZbjDAk08SiZg9ZCOpv/bJJwUKpoFtHRYWxk033cSWLVvYsmULPXr08ApWy17nzp3j0qVLREZGcvPNgwgJEQU8a1a69FNipVsXrD2NFAkPD6dHjx4cO3aMvXv3MmVKI32ZWmTaQJOJg4i5T5eBoLNnxX7q4aK0pG7dunH8+HFOnjwp20jv2rUre/bs4cyZM5hMJpvvKzk5cOedAFcQ5bnrmDdPYz5XeGvmUFNKNWGjPjUgMxtdhlQWMPpD2jnZYzXAs5N7qsuQS1sL/9cDKt340nONBIsajCberA2wbKrw0KgQf+4fmsiShwaz/2+3MP+WbgztGs3Uvh0Y0jlKXfuYE0km++39OvDazL4c+MetLHloMK/P6svfb+vBfTd1JCTAO1+MrMNJ39x0umWHkvaeJnAtGhdPu8vvE3gYleiWnu1lj31+XZp6tnnyRHnj9rwjjusKVIsKHS0v8Ow4n3zyopKToWvXCkTvtglozcKFMGiQJcSybVtxUblnzx6MRiNJSUnExLhfaCwuLmb58uWYTCb69evHgAEDPPRqalW7bt8CNUAnoJejcUuXevyif+fOnaSmpqLVapk5cyatW7d2/iQnkjqsZ88WaBbrYNGPPoIpU0wYDN+h0fzIvHnw0UfD2b9/CklJWvM4jaZlB4tKwblQN4B12DD4/nvxPmRnOw8NBWF0rVghliH9nZsrDDEJD2Ad1tqzp20IaHNo7NixDB48mAkTJjTPCtSqXbt2PPTQQ8R06EBlTAyfl5SQmpIi2DjPPw+tWrm1XB1g3Wd/CvgcqAD4+muIiID/9/9aZiDpjBkC1+KqGTxnjjA31aIdOywfZCvZgBlzcwVOyIkGDx5McHAwFy9e5NChQx5bxYbUpUsX7rnnHu666y5CQkLMIZdSx/m339rmLViz0jUacRzztKTQ0SNHjlBZWen+gmqLHJhMtAfaIc6vx8BS5Jg/3yufv27duqHRaMjPz6dU5pvUsWNH/Pz8uHTpEgUFlu/bOTkwYgRkZhrQat9i5syVJCScNZ8r9+4VGLDx472zPZpKPiO9JShjB5TlyRursoBROZ2NIJi776qNi566WuACKgtde15orMC5qKRL1V3ZG+jeZKBHBPkxvX8HXp95PUseGsy+Z8byj8m9WpxpLkfWxvoDw5N4dkpvjjw7jgVjuxIR5OeV/3nNGOq9pglciyuSOtOPrfbGGnlcUrClHOWXXuHtzae9vEYekhRyiYzjwca/igK3wiRtG2ev4PVNp9mY6sJc/OZQK5lTZ+WO88knL6qsDC5e3IzozIoB+jJvnrjYtDYK/f0vs3//fgBuasT85+rqar766isuX75Mhw4duO222zzLrzUYwGCgpnVrdAjzbSJ2R0eNRrw4mZ1tcnXy5Ek2b94MwG233UZiYqJHlmvdYT13rq2Z/tBDAEbgPLNmwWOPjWf27JtJSNDUKYQ0p8nrDUnmuVRoGDlS7LcgNvHatcK0ys6GcePE+5WQUHc5Oh341X6F9POzdI0uWCAMrqQk6NNHoBik91KSkt7TNm3aMH78eIKD5c3w8qZCQ0O577776N69OzU1NSxfvpztu3Zh+vvfoaSkUYY6CAPvGyAT+BA4D1BeDs8+K4D2K1d64FUoTFJnuisyGIQJr5b3w26aiBGB5nodKLF+4Nlnnb6mgIAARowYAcDmzZupqqry4IrWr4SEBPMMq9BQccxIShLHo7//vW5ocXIyhIR4z7yNj48nJiaGmpoaDh486P6CrIocGuB6xCwvs2FrMokD8I4djp/fCIWEhBBfO63o1CnnGEgAvV5PUm0l9PRpcT0nFTYyM0Gv12E0duH77+HJJw/bFF7T08U599Ilj7+UJpPPSFe70tbC8nvljR38mGowIAajiefWHnM+ENE9vOepseoy0Y+thhV1JlQ516inYUGqaraju9qYms8NL/zgVQPdpuv877fw2sy+3N4/7po0z51Jp9Xw5Nhu7P/7LeZu9en9OxDk59lTyDVhqLfwznSdVsOzk3vKHq8K0xZEAXr8yzgNHAULUkRhkrttNKhgtoCcwoZGCxXuTXH3ySdPSTCj8zl//gAREbBixQSbLuacHItR+Msvv1BdXU27du3o3LmzW//PZDKxdu1aCgoKCAkJYdasWZ4LGAVhrCQmwtix6IuLmQX8FmhjPUYy7d94w6MYiPPnz7NixQpMJhMDBw5sVAirvew7rOfOhT//2XqEjnfemcVzz81h8ODB5nutCyFKMXs9odJSSEuzmOcnT1oKDcOGwaZN4v558+Cq3UTRqirIq+3vkkxzg0F4rx06iPFt2wrDvW1bYXJt2wabNwt/SE3v5eXLl5v1//v7+zNz5kyGDBkCCDNzzZo1GAD+8Y9GGep6YB4QiTBYP0J0qAMCH3PHHaKDu6Vpxgwxk8bVY5eXOoU9LruZThogC4EP+cF+7JNPOn1NN954I1FRUVRUVLB9+3YPrqg8hYeLY8a2beL3vDzL8UdSaSlMnOg981aj0TCwNjF83759GI0uZGJZy67IMRCYD/R3Ms5TSk5OBuDEiROyn9O1q0AqS0a6dWFj506Ij7+ekhJ48cVUXn65xiYw2huonaaUz0hXs9LWwtK74XKxvPFyp6YrQG9vPsO5MnlVzRdv742/XkW7ctpaWHaPi8GDOpj+OYz6i2pmFLgjqQv9N18eoKTSswgXX9d542WPgUl9fjwLxnYl2N+z+2SLN9RbeGf6+N4xLHAhSFTxpq0kiZUuRwpFiozvHcN8J9vGhJgtsC+jqGlWyh2ZCxsNyGQUjQYKRe341PKVmwsjR5rIzv6WiAgT//73daSkJNgYtqNGiXE1NTXs3bsXgKFDhzaqg1yabj1z5kzPhrfWsluNubk2JcU65PW4OI9zXC9fvsySJUuorq6mU6dOjBs3zmPLlhQfb2um/+Y3lcBepALqa68FEBycXOd5SuqYbqysDfQJE4QhlZ4u6BVvvCFea3Y23HKLuP/o0bqeTkGBCA1NSICDB0XAXFKS2M91OnF/QoJAMEimufQequW9LCkp4YsvvuDTTz913zTzkLRaLePGjTPPPDl06BBffvmlMPl1OltD3cWchGjgQQS6qRpYAuzCqqVAbVgTuZoxQ6RUuiIvdQp7XMOH27iXGmB87c9jCFPdLBmIF51OZz4e79mzh4tuMvobI+nYYbK7lIiNFbfcXEtosbfM2969exMcHExpaSknT550byF2RQ499bSLnPbObF7JSM/KyqK6utrJaKEuXboAkJuby5UrV2wKG4MGwY4dnYiMDKWo6DIzZpw2m+jbt9fN1VCbVOQ++mQjMxddjvmgURUbfWNqPq9vkjel5IGhierqRDca4Ns/Ox9nrxbOQ5cM9P7/FF3onlKrAL2v69yLkjrVjz7nHfRLizbUW3hn+uNjutA+LEDWWMWbttaSW5C++Kt316MRajGhoz2nwIzPnH+GFIra8anlyZohDaIzKzQ0lYiIbGbP9mPixFsAW8NWwlgcOXKE8vJywsPD6dXLIW1cljQaDTfeeCPz58+nY8eOjXxFVqquhkceAZOJrQhDrU4vbmSkaFXOyPB4uOjKlSspLi6mdevWzJgxw2uhdvHx8NprAKXAJ8C3/PnPe2wKHxLapCXJkYGenS0ei40Vr/322+GcXXSVhFBISIDvvoOA2tN+27aiWblXLxg40LK/x8ZaDHSJea5GBQYGkp+fz/nz5zl8+HBzrw4gOoPnzp2Lv78/GRkZfPzxxxQV1X63kgz18+dhyxbBLtq0SeA7nHSrBwN3AQMQrsMPwBoEEsSMNVmwQGxkNXRky9X06a4z073UKexR6XTw5ps2d7XH0vW8ETt3SQbipWvXrnTp0gWDwcD333/vwZWVLwkpIhnmcXGOu9M1GguuypPy8/Mzz5Lat2+fewuRihx2hXQDYjaIuWT33HNeQQlFR0dzxx13MH/+fPz9/WU9JyIigjZt2mA0Gvn1V3HtIxU2xONafve7PrWjxbFy0SJL4KiPke5T0yvrJ/lcdFANG91gNPH8ujTZ48e6EGynCG1/DS65cJINjm7RPHR7Dnqph4JEg/11LBjbjcPP3urrOm8CeRv9IhnqN7zwgzowIHLVmM50hXfZ6rQanpsi3wza5EKwdLPKjBRxov2fKda8bVGho8FRTmZ3mRSL2vGpZckRQzo8HN55x8SddwaxZs1wZs4MM180WiNBwsJM/PST2EcHDx7sEZM4JCSk0cswa+VKcVVcWMhJYDvioj7DflxRkTBpPGxy79q1i9OnT6PX65k1a5ZX+dT79sGMGeWIiMVCIJyvv+5SJ4DUQVafaiXtu/YGusQ+lzLkDIa67GEQ5vjOnXDrrbB/v3ieFBoqvU+OQkPVrMDAQIYPHw7Ali1buGrPt2kmde3alfvvv5+wsDAKCwv56KOPyLGu/Oh0YgeeMwduvlkYcjLwLzrgNmACokPWD7tO2TfegNGjRQWlJYWRuspMb0RAdJMqJUVscyuNAQKAfCS700pOEC8ajYZx48ah1Wo5efKk2VBtSlkjRTZsqHuMkbrTS0u9x0ofMGAAWq2WjIwMzp8/7/oCpCKHVWu9CXgXWIzIKzDLSyih6667jlYuoqDs8S6SSkvFYeGFF66vvec0UMm8eS0jcNRnpKtVcqeNB7WGmV+ohqm959eL5JfK64KLCQ9kYCfXpqg1q1JXw9Z/yR8fHA2/P66abeeKvBUkGhHsx4LaDuknx3b1medNLG+jX0oqr/KbLw+w4UgLMtPd7UxXQZetK4iXj3dlqqNIotVB/3udj7uUp1jztkWFjsr9LqRQ1I5PLUfWYZXWXcsJCX345pvfkZ9/Ux02q4SxOHXqFIWFhQQGBtK/fx0aqixduHCBDz74wPPdsbU4Fy5coAhYVXv3QMBh4oKHOzKzsrLM4aITJ06kfXvvNdDk5MCMGVcwGBai0RRx//2tSUy8n6ysNjYBpPZhmGpWaSmcOiX2XXsDvaoKtFrnXo01gr9XL2GqO3qf1IJtkauBAwcSHh5OWVlZs7Ch61P79u156KGHiImJobKyks8//5zU1NT6n2CNf5k1q95hGmAQ8AAWFEgdFRWJDubIyJbDT5fDTNdooE0bOHtWPZ35zzxjwzgJAUbW/r4JgfIxSwbipU2bNmZO+MaNG5sceWSNFKmoELkO1tLr4YUXYMoU77HSw8PD6d69O4AZ1eay7IocGiCx9vdD0p1eDB11RxLe5cyZM5isigAnTwr8l8HQFq02hlmzjMTFZbeYwFGfka5WyZ02PuNz1RixG1Pz+e3iA7LHPzu5p3qMUnfCRSe9Dnp502rUJE8HidrgW/52i89AV5Ds0S+eMtR/u+QA6w+5MCNH6XKnM10lXbauIF5Uw0qPkhkCeHKDd9fDTbWo0NFW7Tw7zief3JR9WOWoUfDTT+JnZmYwSUn6etmsu3btAkQ3W0CAvOOlvX7++Wfy8vI4fvy4uy+hrgwG0YloMnEVWApcAeKBegnlHuzILC8vZ/ny5RiNRq6//nr69evX6GXa43ck5ebC0KFXyc5eTHh4AY8/3opXX53H9u3hNgGkX32lrjDM+mSNcpk921IkyM4Wm71NG9GJXp8XptfDwoUW0926eNRSA1jtpdfrmTBhAgA7d+4kW6pEKEChoaHcd999dO/enZqaGpYvX862bdtsTK460unEDr50aYOVojhEhzoI1MTXQB0idFkZzJwpdi41mMrO5IyZbjLBhQtw112iBTcx0SvoDY/KAeJlICLz4gpQh2AlA/EycuRIgoODuXDhAr/88osHV1aewsPFppgzR8yekYp8er04To0fL47lSUneY6UPGjQIELg2t8OIazu8JfWt/XkcsEkQ9BJK6NChQ3z++edkZmbKGp+QkIC/vz/l5eWcq+V/SbOSpO1gNE5m797f89Zb3c2Bo3q9mPCh1sBRn5GuRqWtha0vORlUy0VPHNYkq9RYbUzN59EvD1AiE+2xYGxX9bDRXQ0XlYJFVVIAcUUbjuR5LEjUh29RjzxtqJtM8PhXB3l88QFlm3yuyJ3O9BPrvbY6npIriJf80iu8vdk7AToelVxTds87ikXwtJjQUbmonYqmD7/y6dqTbVhlJkOHniQ93WS+aHcUrJWTk0N2djY6nc58Ae6qqqqqOHToEIC5I9Aj2rEDaoNFvwHOIboWZ2Ax0szSaMQLrMVdNFZGo5GVK1dy6dIl2rRpYw5SbIwc4XcklZSYyM9fik6XzX33BfLMM/OIjIysw7Pv1k395rA9ykUqEixeLIzxs2eFJ1ifJBPk2WeF5+oIedPSus/rU/fu3enbty8mk4lVq1ZRVVXl/ElNJH9/f2bOnMmQIUMAgaBZsWKFcwzNjBlQXOwU9wLwM8Lc+wq7EFJJX38tPjhKN5XlaPp0WLFCnuuXmwt33KH8rny77mc9kAI8DjhsGXGCEwkKCmLMmDGA2N8qKys9uLLOJXHSJbN8505R05CQVNbmrbcY3QkJCbRr146rV69y8OBB9xZiV5DuAEQBV4G0BsZ5SpmZmWRkZHDixAlZ4/V6PUlJSYAF72KN2hGzlGLJzAwlJcWyHfr0geS6+d2qkc9IV5tkh4yaVMVFf27tMVmxqSCQLo+P6ep8oBJUUw3r57v2nBYYLGowmnjjh1P8drGbJxQrSQa6D9+iPnnaUF9/JJ/ez25sOUGkrnam731fFcGj43vHcP/QRFljVYETMZu3Mo49CkbwtIjQUa0OxjlrLAC+f1qx28En9cu6yzk+Hr74woSYHL8E2M277zo20QEzG71Pnz6EuskLOXz4MNXV1URHR9OpUye3luFQa9YAsB8xpVwDTAfC6hv/xhse46Nv376d9PR0/Pz8mDlzpuzgs4ZUH34nJwemTtVQU5NMq1b+zJ49l3btLAXTltRhXR/KJT1d+H7l5Y6fp9WCX22efNu2lufMnStMqZaGvHFF48ePJzw8HD8/vyY3Dp1Jq9Uybtw4Jk+ejFarJTU1lU8++YRSZ+6hNe7l2WfrhB9KGkDdENI6GP2iInWYynKUkgKZmSKw9csvITq64fFz5sDy5U2yam7LDvESB0TUN1YGTqR///60a9eOy5cvs3XrVg+tpDxZm7dbt0L37mAfF5KcLG45Od5hdGs0GnNRfP/+/Q3PAqlPUuiotEwsXemHrMc1VPFshCQ8zcmTJ2Wvvz0n3Rq1M2iQmMFkrWXLYPNmdZ9TfUa62iQ3ZHTU06rpaH578xnOlcmr4GtQEdIlbS38Xw+odKETbtTTLSpY1JqF/saPp2UXSxwpPEjvM9BbiDxpqF++amxZQaQudaabRPDosdVeXqnG6xYXgqEVjxPR6mD8yzgvaKNoBE+LCR0NjnI+RsHbwSd1y77LOScH5s49C+Qi+rb7MGUKHDtW97kXLlwwd3zddNNNbv1/k8nEzz//DIhu9MZ2bZu1cqUwxoFYhLFyM+DQpm/TRphFKSke+de5ubls27YNgMmTJ9OmTZtGL1MyShzhdyRWa1LSAPbufZJBgxLqPF/tHdYNoVxqaoT5dPas8DztpdUKxEu7diKsL6/2MjQhQTwvObnlFBrcUWBgIPPmzePhhx+mdevWzb06DnXDDTdw9913ExwcTH5+Pu+99568blOdTgSSLl3q+GFgEjARYSodAj4Bih0Nnj273uWoSlJga4cOUFjY8FiDQXT4K7kj3wHiRdI5oI6L4QQnotVqGT9+PCCQYyUlJY1eRbmyNm/j4wWj256VXlEBJ05YOte9weju3bs3/v7+XLx40TbsV650Onj9dZu7rkf4YFlAmXTnH/7gFXRSUlISer2e4uJiM6rFmSROem5urhlpEx4uzp05OXDnnQAnEEHeu/jDHwQBSjxHnYGjPiNdbZLLXJXLcG1mbUzN5/VNp2SNjQjy4927+qsD6ZK2FpbeDZVOTrDWCusAI/7ovXVqYnmShb5gbDcO/P1Wn4HewuRJQ71FBZH2mgYDH5Y/fvl9iu9MlwIu5UjxOBEQherBj8kbq1BW+sBOkbQPc75NluzLVnZhwxc46lMzyrrLedgwccvO/pmwMGjd+jqgFVVVMHFiXZzI9u3bMZlM9OjRw22zODc3lwsXLuDn50efPn0a/4LAwkavVSzwG2Coo7Ft2oirYA+Z6AaDgXXr1mEymejTp49HXpN1sQNszfShQ8+QnX2ZgABYuxaSk0MaXJYa5Qzlkpcn9mFr6XQWvnBMjBiXmyvuS0gQhvq331rMc7UXGhqr6Oho9Fapq0WOKhLNrMTERHMI6eXLl/nqq69Yv369c9QLOMWaDATuAoKBPOB9IN1+kNEowkz//OfGvAzlyBU+tRMkSrPLDvECsBN4D9hqP7ZtW6eL69SpE0lJSTaF3qaStXnriJWemWldPPUOK93f358ePXoAkJaW5mR0PbKb7RCGOBcDZEp3eilw1N/fn+Ra5orcAPPw8HDatGmDyWQiPd3y6c/JgREjxPuu05Uxc2YGbdpkmovZe/d6Z2ZAU8hnpKtJaWsFc1WOVBCsZTCaeH6d/IPL/+5UiYluNMC3f0ZWt6K1VILikSNPsdAjgv14767+PgO9hcuThnqLCSLtPkn+WJNRdKYrlMcN8gMuJW1Kk9cB0axKnihvnEJZ6TqthjkD63Ze2utcWZWyCxu+wFGfmlFSyKgUupidXUloaCoAxcU3kpBgG8goIWAKCwtJTRXjRkoOrxs6cOAAAL169SIwUF6x0qlq2ejWCqQemNV774EHsCuSdu/eTUFBAcHBweauxsbIGmUiXbiDNM08G4Hf+YjWrctbpBHcEMolJaV+lEtMjGiiTUoSnerS86wN9J49r23zvD7t3LmTt99+WzZfuCnVunVrHnzwQfMMmF9++YUPPviAggIZhWZrrMn8+XUeTgIeQYQRG4F66eqvvtoyMC+u8Km9ZHh6VM88I7rsayW1ZB4DSqzH3XOPrA57CW9y4MABecUaD8qelb5+fQ0dOlykphaWbs1K12i8Y+BKRvrx48fdw7s4KNSMAx4FrnMyzhPq27cvIEJTDTKLQFJX+q+//gpYtkNmpni/DYY4vv8eZszIpVMnk7kBwVszA7wtn5GuFpnZ6DIU1kEwXBWufRlF5JfKY6/GhAcyOEnG9G0laPtrcMmFg1oLChf1FAtd4qDv/9st6iie+OQRWRvq8292LwehxQSRyg1RtNa6JxXNgR7fO4YFTgIuJa06dFb5268FsNJbBCddznbQaH2Boz55XBIbPT4eNmyAgACAg1y6ZKCsLJbExA7s3CkFbdkypKVu9O7du9O+vXz0lb169OhB165d6d+/v0deE2C+MN8D/ARU1zdu/nyPdaKD6OKVmLrjxo0jOFje8ak+SZ3Y1igT6cJ92rQSRESiAWiLn18I7ngdSpUzlEubNqIT3b5xuk0b4aXl5orNKz3PZ6DLk8lkorCwEKPRyLJly2w6M5UinU7Hrbfeyrx582jVqhUXLlzgww8/ZN++fc4NPwlr8vrrokM9MtLm4XDg3tqbdd9ynaU+9BBU13tkUYfsONZOtWqV99bFE9Lp4K23hLOs0RCDKI4Ygb3W4/LyxAwFJ2Z6165diYiI4PLlyxw5csR76+1A1qz0tWvh6acLKC39L/CWeUxysuCne6sbunPnzvj7+1NaWkpenhsNXg4KNQlAO+y+7dYyyT2tzp07ExoaSmVlJadOyaNHSEb6mTNnMJlMdQJHO3VqR0mJnsWLL/Pcc0Xm4OrERO/MDPC2fEa6WiSXjQ6q6Wz+wYWOQ9Vw0VNXw9Z/ufacFhIuKqFcGsNC9wWJ+gTCUJ9/Szfent3P7WWsP5JPn+e+Uy/qxczhdkGXi0QhT8F6fEwXWgf7OR1XVHGVtzd758uhx9QCWOktgpMu57NiMsLyexU5M8Andcqejd6rF6xZYwJ+qR1xIyEhEBZWN6zy4sWLHD16FGhcNzpAt27duPPOO0lIcD67RLZiYriCmNL/PfBrfeOmTvXYvzSZTKxfv56amhqSkpI8gnSxxu5Yo0yys6u4cGExUIlGE0Ns7O3k5GhsAkjVLDkoF/uMuqgoYZZfuCD8NOsw0a++8hnocqXRaJgyZQrdu3fHYDDw1VdfkWs3u0Mp6ty5M48++ijdunWjpqaGDRs2sGTJEioqZJ7vU1LEB2zWLJu7dVgQFCCYzh9h19VcWirQFf/v/ykbedKQGmCLO9Tbbys/eDQlRaxjbWe61Ja5HzC3U0jFFie4Gq1Wy8CBAwHkFWk8KGtWeng45OeX1s6+CUMUT8UuOHGi97qh/fz8zAGcx48fd30BUqHGWe7Jc895hcGv1Wrp27cvXbt2lV3UTkhIQK/XU1ZWxoULF+oEjm7bpiM6OpaSErjnnlyzib59e/2B7EqWz0hXi+SyPQc/porO5o2p+XyyK1PW2AVju6qjK/nYalhxn/zxwdEwc2GLCBdtLMpFo4Enb+7qM9B9stGkvrE8MsJhtJksVVQbeGzxAV7a4CafrrnVc4oLwaO12vuuIjufJem0Gm7v18H5QOD1TaeVHyDrCitdgYxuiV3v7Iir+G3RcwrM+Mz5Z0WhMwN8Up+sTVqJ8/mb31wCAhAglN42QWfWDGmpGz05OZkYV/AATSGDAQwGfg4N5QrQBuhuP0ajEVe9w4d77N8eOXKE9PR09Ho9kyZNanRoqqNw0ZkzoaLCCKwAzgOtWLhwDnv2+NsEkCrU95QlZyiX+jzSkBALysX6eW3bQrduPgPdFWm1WqZPn05SUhLV1dUsWrRIHjqlGRQSEsKcOXOYMGECer2eU6dO8d5778nvpNfpRKVl2TJRNbSTCdgAnAU+wIrtDOIg+uyz0Lq1elEvKSkiQFUr43u60aj84FEQr+mzzwCBd2mLmJX0i/UYk0kWrqZfv374+flRUFBAVlaWd9a3HkmsdJMJjEap3TyX6OhfiI0Vx/nsbHGc81Y3dKPwLlKhxu55Z4CVwFHrO73E4B8zZgx33nknHTt2lDXez8+PxMREwIJ3kbYDiK8NTz8tvdHiRLtokTpNdPAZ6erRxXr7QWwll9najHKFjR4THsjjY9xDPDSp0tbCsntE15scBUfD74+roujhTBuO5PP4ksahXP43pz8LbunmM9B9qqOnJvbknbn9CAlwf5bN+9sz1MtN7zUN7vhU/vjLxYrvSr+lp3yMwfPr0pSPeJF73pV7Hm9CyWXXa1DBtgiOcnIONil2ZoBP6pPERrfGhWRmhqHTPQI8il7vR02NCDuz7nK+ePGieZp7Y7rRL1y4wLZt2yj15Hz0lSshMZHqsWPZXdueNxy7aeSSwf3GG+JC3wOqrKzku+++A2DUqFFE2uEiXFV94aLZ2XDx4ibgFKAH5vCPf4TZjLHG76hJDaFcDAYLyuWiHeGqTRvRiZ6dbelat0e5+Ex016XX65k9ezZxcXFcvnyZhQsXKjKAFEQX/aBBg3jooYdo06YNly5dYuHChfzwww+y2chMny44Qc8+a9NBqwHmAjFAJfAF8DN28/guXRJVLrWGkM6YAb/7nfzxDz+s/C782vRhDZau9L1Ajf24NWsaXExQUJB5dtG+ffs8uYayJDG6CwpKCAsTtZ7CwhLsSSuNrNvWq65du6LX67l48SIX7KcByZGDENizwBHA3OMus6jhjtwpaHfuLOj6Z86cqfPYsWPw6qu2Rvq8eWL1c3N9YaM+eUNpa2HrS04GaVokG10VSBdzuKgLmvQ66D0XztRc2nAkj8cWH8Bdb0UKE53YR2EdWT4pShP7xHLk2cYFkT7+1UH1mum9p4nOdDksbhB4KQUjLKQuaDnKL72i7KBLkM+z3/+ZIruhx/eOYb4Tdr0JFWwLuR3/CpwZ4JM6FR8vwsokzieAwaAhKSnczEW373LesWMHJpOJbt26ERvrYg6Glfbv38+WLVvMBnSjtXKlMMNyczmAML1aA73tx8XFian/HmSjf//991RWVtKuXTuGDBnS6OXZzxYAeO01EHAC0cgTETGNhIQONmOs8TtqkjOUy9mzDaNc9HofysUb8vf3584776Rdu3aUl5c7NJaUpHbt2vHwww8zYMAATCYTu3bt4uOPP5ZfANDpBGbiq69s7g4H7kcEJBqBb4B1ODBlX31VdHerUdOmyR978SK8+KLXVsUjspopdR0g1RbrJM0sWuS0KCDhXU6cOOHZwq8MSYzutm1Luf9+cYqzhgzFxoqbt4qnAQEBZmM5Lc3N2dFdbRtKk2p/ZmJXkPJS6ChAaWkpP//8s6yueomTnpWVZRMye+wY3HAD5OfHER4eyD/+0comcHToUO+w6r0pn5GudJlDRp3tuKYWx0Z/YGiiOpAuroaLjnpa9Z3ojQ0V9YWJ+uSqPBFE+vhXB9WLeek1DUbKDJwGRQePyu2ClrTJhTyNZpFWB/3vdT7uUp5iu6FbROhoq3aeHeeTTzKUnCxuoruqCoCFCwUP1L7LuaioyNyNPkpyb91QTU0Nhw8fBvBMyKjBAE8+CSYTNcCu2ruHYXWhGBkJmzZBRoZHTfT09HQOHTqERqNh8uTJ6DzQ5R4aKgocUiFjyBDRNCqQOw8BUwkL683SpbbFDlCfcewM5SK4wHXlQ7k0jYKCgpg3bx7Tpk0zG4pKlp+fH5MmTWLWrFkEBQWRl5fH+++/T2pqqvyFzJwJf/qT7XKBFOAWREvIAeBzpCOmlWbPhq+/bsQraCa5Gjz61lvK7kofPlxMV0Ew7+cBTyKCLm104YLTTuh27dqRmJiI0Wjkl19+aXCspyUxuhcsEO6soOqUmB/X6+Gjj7x7vLPGu7glO/xbLOCPKHYXNDDOU7p69Spvv/0233zzDfkyzPro6GjCw8Opqakx43xycwWPvqoKIIywsL/w4IN3sm2bpja3RNzy8jzPqvemfEa60iU3ZFQl5qwrbPSxLkz/bzalrXUtXDSsA4z4o/fWpwnUmFBRHwvdp8aqsUGkqsa8jPwzBLWWN1bhwaPje8ewwEkXtKRVh84qGykCENVZ3jiFdkPLDR2VO65ZZJ4Z0MB5JShSFTP3fFKPysqgvLwGWAL8BzhnnqpsHzK6fft2jEYjXbt2bVQ3+okTJ7h8+TLh4eEkJSU5f4Iz7dhhbpk/BFxCRLJdbz2mqEh0nHoI5wLiAn39+vWA6FqM8wCkVurOnjPHuiPbaPasdLoQ/P371UGZqBHpIr1We5QLQLt2wpSwbyZu29aHcmlqtWrVir59+5r/rq6u5soVBRelEebfo48+SseOHamqqmL58uWsW7fOpsO0Qb3yiugut+Kma4ChwJ2IklY4whC0kckkdmi1YV5cDR69eNErKA6PSaeDO+80/9kWAcNyKCd4F4BBgwYBYiaV7H3IQwoPh7KyUj77DEpKIDKyhF27LMfLKVO8GzKdnJyMVquloKDAPbyTXZFGB0jEcpskA3fQMTLk5+dH9+4iKeXQoUNOx2s0mjp4l9BQcY5JSBA3R+HeAQGwYYN3WPXeks9IV7rkXnTLvYhvRhmMJp5be0zW2JjwQAZ2ahwj0etyB+miklkD9amxoaI+FrpPnlJjgkhVi3nR6mDyW/LHKzx49PExXWgd7Od0XFHFVd7efLoJ1qgRktvlrEBOOsjH7RRX1OkfU460Ohj/Mg3O4LtcBCe+abJV8qllKydHdDJnZR0nIqKC3/0ukE6d2po7nHNyLCGjnupGBzhw4AAAffv2RSsn5M6ZrIyQBKAXohu9jnHi4anj27dvp6ioiLCwMMaMGeORZVpjXWbOhCtXqoAPESUC0QTavr1jlInaDGTr12ptimdng322ZVQUdOggxvtQLs2ny5cv88UXX7BkyZImNxRdVVhYGPfccw8jRoxAo9Gwf/9+PvroI/ms5xkzhLlX29ksqQvwMDAFS9m7TrqJGjEvUvCoXK702bPeXZ/GaurUOncZgQz7O994w2mAanJyMuHh4VRWVro2u8EDyskx8dlnAykp6UlEBNx992X6979ik3HizZDpoKAgOnUS16tu4V10Onj9dZu7pPK5zbb4wx+8NstBKgQePXqUmpo6UKY6kvAu1oGjGzfCrl3YYO+GDq02B77u3w+9enll9b0mn5GudMm96FbBVOW3N5/hXJm8i3BVsNFdQbpodDD9c1XMGnCkxqJcfCx0n7yhxgSRqhbz0nOKmIEkRwoPHtVpNdzer4Ossa9vOs3GVO/x/xotlXPSdVoNf7/NOW7nn98cV/bsgO63OZm1oYGNf1XkNvBJXZJCzNLTITr6Z+69F+644wa2bdPWy0Y3Go106dKFDh3kHfccqbi4mPT0dDQaDf36uTczy0YrVwojpFZtgRmAQwiFB6eOFxQUsGuXgMhMnDiRgICARi9TYqtah4ueP78eyAd+BKrQ64XXJV3MqxFlUloq9iv7wNu5c+Ghhxw/JyQEVqzwoVyaW2VlZRQWFpKVlcXXX3/N5cuXm3uVGpRWq2XMmDHMmzePVq1aUVBQwAcffCCrMxUAf39477065nIklm50E7Ac+A47Q12NmJcZM0TgqhzNn+/UgG5W2XVCG4B3EEgem1YkjUa8lgZMXK1Wy4033giI0FE5rG1PKSxMQ8eOo0hKmsmjjwYTEADHj5cSH18Xv+atwMtG412io23+lNrIshDbBfBa4ChAp06dCAsL4/Lly5w8eVLWeI1Gw4ULF8xc/PBwsTvFx8N//1sIvAm8DQgUm9pMdPAZ6cpWCwoZ3Ziaz+ubTskaqwo2uqtIl+mfiMBAFcoTKBcfC90nb0kKIp3cx3UUlGoxLyP+CIER8sYqPHj0FhcQXs+vS1OuidsCOOmtQ5wHYCs+cDTrJ1FAqlcmKDur2G3gk7IlGZhgCTFLSCjgrruy0em0dO7c3+HFeUlJiZlp3thudIkxm5SURERERKOWZWajO5NGI65+hw9v3P+rlclkYv369RiNRnr06GGeNt4YSZiTkSPF34sXg06XBhxFXO7OAgKoqRGGM6gzXNT6dUr4IGsz/amnbMe3aeNDuShJ7dq1Y+7cuej1es6cOcP7778vq8OzuZWUlMRvfvMbOnXqxNWrV1m9ejVr167FIKcDNiVFBBRHRTl8OAsRAbwbAcgy9+mrFfPyt7/V+1ptVFgo0i+Vaqbb4Wp0CD43iG1llskky8Tt378/er2e/Px8cr3V/u1AUjf0tm3QvXtnVqzozu23a+rg18rKxHHVG4GX3bt3R6PRcPbsWfcCV+1mg7UDQoAowCYGQwZmxx1ptVquv17A3g4edN5UGRQUZEa12Ycs5+TAY4+FAaVAGVBqxuGB94oZ3pDPSFeqWlDIqMFo4vl18js/Fc9GNxpg3RPyx496WgQFqlA+lItPapBOq+G/c29wi5uuSsyLVgeDH5M/XsHBo3KRIqACE1cuYu3kBu+uh5uSGySq6MBRuTg8hbLqfVKu7A1M6eL8//0/YWwvXNidGTNCKS2ty0bftWsXRqORzp07N5oDHhAQgE6n80xw4YsvmisD2cAG7MLLJJlMomvdQ3z0kydPkpOTg7+/PxMmTPDIMq0xJ8OGwYwZNRgM39c+OgyIo107C9JEjeGi1sGi1vig+Hh45BHbsRERwiy/cMGHclGa4uPjGTBgACBQLxq5KJBmVqtWrZg3bx6jR49Go9Fw4MABPv/8c8rrS7S1VkqK4A3NmlXnoURgJiKQ9DR2ZjoIzMvy5R54BU0knQ4++EAe4sVkctrN3axKSRHrV6vBtT+PA3XmUjgxcYODg+lV23Z89OhRT62hU5lMJrTaS/j5FTBmzB0YjbPJymprg18rK7PMMDt/3vOBl61atTKf+9PT052MdiC72WAaYD7wCCJrwCwZmB13JeFdfv31V0pKSpyOlzjp1q83JwdGjICsLH+02rbMnAlxcfnm89nevd4rZnhDPiNdqWpBIaP7MorIL5V34a0KNvr215x0vFlJxeGiG47k8/gS91AuWg28M7efD+XiU5NqUt9Yt8101WFeRvyxRQSP6rQanp3sHCkiSdEmrlzE2p53FDlLQG6QaGZhhZfXpBFSOaveJ+XK2qiVLsADA6tISzvMZ5/B+fMDbC7AJTb6pUuXzB1cI0aMaPR6jBgxgieeeIJu3eSFNderlSttEAQ/A/tqb3U0f74wVDwgo9HIjz/+CMDgwYMJswojdFeOkC75+XvRaEoQsanDABFmtnSpOsNFHQWLSvviK6/AX/5iOz4sTGxiH8rFPZWWQlqaZQaK9WyUtDTYvNmy31l3UFr/fuXKFfLy8jh69KgNymL16tXs2bMHEJ8BnQcDfL0trVbLyJEjufPOOwkMDCQ7O5sPPviAvDwZnoVOJ6o4X39dx2TuCcxD4F7ScWCm33MPVFd76mV4X1IXvh0f3qG8iOTwiKxY6TEI/FcNYhaBjRYtcloQkIz048ePNxnepbCwkP/85z988skndXBYo0bBTz9ZTPSkJPG4NwIvExMTAcjMzHT9yXaYHRCFpzqSgdlxV1FRUSQlJZlnFTiTFISekZGByWQy4/AyM0Vx12hsz/ffw9NPF5i3x7Bh3itmeEM+I12pktuxpoKQ0R/Szskeq3g2utEgTBC5Uvhsgfq0MTWfxxYfwF2Kwttz+jOxjwxesE8+eVjuhpC+vz2DDUdU1JnuavDorjcV25U+vncMC8bKM4UUbeKaOekyzmEK5HRLswOcrb2iefVyt4HCkUc+KU+OLsBXr87mww+vUlISRadOnRxegO/Zs4eamhoSEhJISEjwyLqEh4c3rovVDulSicUUucHReAehc+4qNTWVCxcuEBQUxE03NR5LaY90Eduggpqa7QifZgx+fv7ExVnwJkuWqAtpYt+Jbo1oSU+3NdGfe04Y5j6Ui2NJhri1US7dl5YmOiI3b4abboJ+/WDQINizB0aPhsGDjaxYcZW+fau4+eZKbrrJyNq1MHQojB6dy8KFOxkwYA19+37Cffe9yiOP/Ju33vqAFStWUFZWBoj/U1wcTlWVhtjYWAYPHuxkjZWpLl268OCDDxIdHU1ZWRmffPKJ/C7jmTPFh9BOCcBd1GOmV1YKTrRSMSiOlJJSJySyXnkJyeERDR9uLghogOtr7z5sP+7CBacFgaSkJAICArh06RI5EsvDywqvPeBVVVVx6dIl4uNh7VrLLJ2hQ21NdI3GO93QUuCoZCy7JDvMjrVscgVkYnbc1aRJk/jDH/5gZr43pA4dOuDv709lZSUFBQVmHF5SksgoiY1tT0kJPPfcOV57TZjrNTWQmOi9YoanVSeQ3ScFKG2tfLNW4SGjG1Pz+WRXpqyxC8Z2VT5He/trcKVE3lgVzBZwJIPRxF9XujflKiLYj3+nXKf87djcMhrErJNL+VBxAYKjoKIQKovEGTwwHC6XNPx7UIT4/IfGCPNIhQUbb+mpiT25LjaCx79ybUbF75cdZmzP9vjrVVJjloJH5eQ1XK0Qx69Rf3E+thn0+JguLN6bRcGlhgOpl+zL5vExXZVZcNXqYPzLsHSe87ESp7uTZ5jDnpA0O+DRLw80OE6D4NXf0rO98raDeRvc7WRgbeho99t8x06fZEviUUvda7NndwXmk5BQxrZtGuLjbcdXVVXx888/AzB8+HC3ze+rV6+yYsUKhg8f3qigUrN27LC01wJHEIFlMbU3G3mQjW40Gtm2bRsAN910E4GB8mbB1CdHqJMlS6CqKh2oRrya62nTRgRtzpkjxs2ZI9A7ajCUpULB+fPCFJ8712Kmz5gBL79sGfvyywInff/9ln1UQrlcq13opaWis1EqpEybBkVF1YSElHD6dDHh4cWEhRVz8WIxly6VYDTeiVYbjtEIsJW8vJ8YOtSIyWTAZDIxfbpl2WlpjzJ1qrgOr6g4weOP76SsDLRa+OwzMaZdu1Y89FAUR49W4+8Pd9wBBQU3cd11w1m40I+MDDGuQwexnqGh6tlO0dHRPPjgg6xYsYLTp0+zYsUKCgoKGDNmDFqtk+/Rs2bB/v0C22IlyUz/EsFOPweYD6uXLok3cMUKj82Q8brkHq8/+QRee81j+CyPSqeDO+80h1L3ATYhcGBFiOBYs9assXCzHEiv19O9e3cOHz7MsWPHPFZcbkj+/v4EBwdTWVnJf/7zH0JColm58nHsowkWLhQ/R44Uhq+ni47x8fHodDrKysooLi4mMtJFAoOE2andDleBz4DzwB8Bm7huGR3j7siVddbpdCQmJnLq1CnS09O56ab2bNxoOR4vXdqOSZPg/Plz5o9zYiJs306d71JKlc9IV5rMbHQZUnjIqCts9JjwQB4f09XLa9RIuRIwGtRatUiXt3487TITXaOBJ8Z05YmbFWpwNYeMBsjcCRk7AJPFBC88BelbodqDc5YCwqDTCPALgYg4SBwhDLpr2CCa1FfMiHDFTL9y1Ui/f37Pf2Zcr55i0Ig/isKrnALf3nfFeAXuFzqthrmDOjoNpT5XVsW+jCKGdJYR5NQc6jlF8OvlFMMVyOke3zuG+WO7NbgdTFh49YrcDj2nwKinnJyvTYosZvikXEmGXHy8uOAeOlR6JJw33wzHEaHk9OnTVFdXExUVRZcuXdz+3zt27ODEiROcO3eOJ554wrlJ5UxWF9lXgJ21v/fHwVwOD7LRjxw5wsWLFwkODm40470+g/mOO6Ck5DoEgMAAaNDrBWJWKoKoBetSXye69FqtTXSA998XRQLrgs+1hHKRPqOtWpnIz79ETU0xd95ZTHl5Lz780I8//AGOHv0Bo3GX+TmFheJm0dVaEx1Er2e11d/2sswqKy5OwGjsQ1RUFMXFUQh7MYqCggBefllsK6NRIi4EkpMDN98MFy8K4z05WXCaIyNh1SpxnxpM9cDAQObMmcPmzZvZuXMnO3fu5Pz586SkpDgvlL3yCgwYIHhFVh26kplehZWJbq0nnxSzZJRoOttr+HDRSW+7k9VVWZnIrPjHP5pmvVzV1KlmAzcU6AycAU4CQ6zHLVrktCDQs2dPDh8+TFpaGuPHj2+SjIDw8HAqKysBMBj8yMsDexrRnDnip4TCunTJs58/Pz8/4uLiyMrKIiMjw3UjHWy2gx9wCWGonwM6Wo+L8f41bE1NDXp9w1ZyUlKSlZF+E+Hhlve0f//2pKTAJ58UI76JBLJokXpMdPAZ6cqTXDY6KB4b4gobXRVIl29dSA0f9Kiit0192nAkn7d+PO3y8/43p/+1zUO37jAvPw/Ze+H092BoIp5zVRmcWG/5e8d/QB8IXW+FuBuFga/VQsdh15TBPqlvLEfzSnh/e4bs51RUGfjNlwd4767+6jDTpeBROUW+y8WKNg4To4NljduUdk6ZBq6k5InyjHSFcrrlbgdF8+rlYu8UWMzwSXmyN23nzQMRtRYEiM7g666DLVtsL7yPHz8OCOPAXbPg4sWL7NoljL/x48c33kQHOG35nrcJKAeigToJI88/77HOT4PBYO5GHzp0KAEBAU6e0bCsmfWSwTxzpsUEgXbodNC+vbhv1ChhLm/bpg6DsqFO9OnThQcp6S9/gWXLLF35W7daAm/V8Fo9oYwMA5MmZXDhQip6/QkuX77C9OmCclBS0p5x49qj1YLRGFL7jECgde0tsvZnOIKpL2kQ0BfQIWi4Orub5TNtNHZDp+tWy/61XberDnqTLlyw/fvYMWGy5+TAxIlQUSFM9Xfege7dld2trtVqGTt2LG3btmXt2rWcOnWKjz76iDvvvJPWrZ1k+cycKUz02bNt7rbvUy4BQqjlQufmKtt0tpZOB3fdZTY/G9Rbb8EzzyizQGBXEBgNjMHBDCYJ79JAV3rnzp3NeJfc3Fzim8A5DQ8PN3O9Q0MjbB6LrSXRWmdJeJOTnpWVRWZmJjfc4BCk1rAkVnrtjLJYoAzIw85Itz/AeFDFxcV8+umnXL16lT//+c8NfreRcDZZWVl1jPf09CDWrElGlGbE9IB58yx4HaUe76ylkvnr15DkXtQNfkzx2BC5F9kPDE1UvmG1/TVhkspRUKQqu9E3HMnjscUHcIXaFRHsx3t3XaMmutEgus03/AVeToTPJ8HKh+D7Z+DE2qYz0etTzRU4vhZ++Dvs/A9sfxUWToV/xQrswa9bFcdo9oaemtjTrQDSp1YexeBuSEBTa8QfwT/E+TiwLbgoTHLDLlcdOqvsbWPmdDvR/s8U+RmUux3kjmsWycXeKRyP55MyZG3aijCsSlq3/j+efHIROl01NTVw9CicPGl5Tk1NDadrDevu3bu79X9NJhMbNmzAYDDQtWtXkpOTG/9iDAb44AMAzgK/1N49Cbvuqg4dhKnjIR0+fJji4mJCQkK48cYbG7Us+3DR9HThx5WX5wOWzs9ly2D3bluuPSj/4hzg7FnRMemIiW5tooN4nfYBpLm5lsDbliZrznluLuzencqwYf/h+PEvuXDhEOfOXaGkRMvKla1JSUkCTBgMkqHdH/gL8FfgEWAmMBaRDtAFQeiWFIIw2cMRZk8wAqCgx1EOh8EABbWX8bGx8qke0nOln8ePi0C+I0dgxAhxGz4cxowRDHdv8Js9oT59+nD//fcTFhZGYWEhH3/8MefOychJmzVL3OrRReBj7Jjpzz6rHl663IyJixeVGzoqFQRq1QFh4jq0UJ1gRfR6vflcduzYMY+tYkOKiIgAROP/Cy9EkJ0tjo+xsTjsTj93ToGcdBDbwYq7L7kvdd7xP/zBK4GjAK1ateLSpUtcvnzZ3OVfn9q2bUtISAhXr14l1wond+wY3HADXLw4h4SESeza1comcHToUFFIVuqxTpLPSFea5HaoJU/07np4QJmFDX+4JI3t2d7La9JIuYJ0AZj8puo6ftcfyuO3i13jST95c1f2/+0W5RdBPClH5vm+90RHuFpUcwXS1tSa6h3g27+K16RAQ89TmtQ31mUzvbjyKvO/apgVrRhpdXDTk87HAex9H1JXe3V13NXATpFEhvg7HVdUcZV9GUVNsEZuSquD/vc6H3cpT8wQUJik0FFnKq5omGffrJITOhoUqWg8nk/KUVycYG9LYVg63SFuueUqixaVYzD4me+fM8eCHv/111+prq4mLCyM2FgZhTUHOn78OL/++is6nY4JEyZ4Zgr8jh3CpQXaI7oKbwQS7cc9/LDHOiMNBgPbt28HYNiwYfj7Oz/O1ydH4aJJSZCdbaSoaA3wDlJ06h//aDtGTUiXBx4Qv0uBeHPnwoMP2o574gmLeW5ttqvldbqjrCwTQ4fmcNNNhYwZI/aDwkKBbTCZQoCBmEz3AX+jqOhJPvnkbmz7ZgORZpJ4U8uWwdKl7j1X6mivqYHqamE6WRvrY8eKYNS0NOUZTbGxsTz00EO0b9+e8vJyPv30UzIzM50/cdEiiHI807ACgXmpE0D68MNeMws9quHDxfQCOfIS29ojqqcgUId8dNr5zPaePXsCkJaW5p6h7KKkwFF/f4iKiiAxURwn7RUbK3bDmTO9Y+TGxcWh1+spLy/n4sWL7i0kOtr8q/TNog7LwouBo35+fub3s9AJskij0ZCUlASI4gGI70gTJ0KV1SWEhCOTgrKzs0Vx45IHKbjekM9IV5LS1sLWl5wM0iiejQ6Cj75kX7bTce3DAhjYyQ1GVFPJVaSLCgNGX9qQxuNfHXSpE33+zV1ZcEs3ZeN4PCWjAdK3wdd3w7/j1Wme16eay4Kb/fkkeKkDfD2vxXaqT+obyyQXZ06sO3KODUdkoraaWyP+CP5yrpxNsPwecb5RmHRaDdP6yjOcNqXJ6HJqTqkYLaLTavj7bT2djvvnN8eVOzNACh1t6Mx2uQhOfNNkq+STupWcDH36gE5nwmD4haVLobDwRpKSNOzcWdfAPHHiBAA9evRwywCvrq5m48aNgDCf3eKpOtKaNeZfdcAI4DZH47p6Lrfo4MGDlJSU0KpVKwYMGNCoZVnPDpA6zF97DeAwghTrT1RUotmAlsZs2+b58DhvyJqLbo0aSE+Hp5+2Hbt6tW0nuhQsqobX6YpKSkxs25bPRx/9wLBhb5KW9jE5OXs4ckS87scei+PJJ+8B/gBMREAOPGtxaLXiJsm6xuSo3jRjhjDjPCGDQfxvyVjPy4NbboH+/UUhQWld6qGhodx777107NiRqqoqFi5caMZc1SudTsyUcXCsTADuRMwVsDHTL14UiBelS6cTXHc5agK2tduSsCK1qgLWAG9gVdwA+PBDpwWOLl26EBAQQFlZmU2nsrck4WMCA+GzzyJqz991O9FBUFEyM8Ux2NNGrl6vJ672PZSMZZdlVWyR9paLiO1R3zhPK7rWzJdTDJCM9PT0dEB8R4qNFec1YZxfZfjw8+TkWJ4TEAAbNngHr+NJ+Yx0pcgcMursotSkeDY6CD76uTLnaIs5AxOUbca6gnQJ66A6pMv6Q3ku8aMBWgf78bubFR4M21hZm+cvxsIXU+D4GqiuaO41856uXhYomIVTRcFg68stzlB/c3Y/woNciwb584ojyjULraXVQf958sdv/Ksit+8tMmcoKR7vIhcZolBOemsZMwOkwFHFqvttIvi7XmkU+znwSTmS8BHh4bB5M/z3v+lAEaKztTfvvguDBtkatUajkZO1nBd3sS4HDx6krKyMiIgIhg0b5pkXs3IlvPEGFVjHJNYjDxk6NTU15m704cOH4+fn16jlxcXZIl2GDIHp06uBzbUjRhASEszSpepDukjd9rNnWwzy7Gzbzj2AiAhL5559J3pLCRYtLYWjRy+ybt0W+vR5m5tvfp8FC3ZRVlaCyeSPVqujRmB1yc3V8PzznfCmrWE0iptkphsMwh/Vai2eobWhnpdnnvhBu3aNn9whdam3a2dZflUVpKZautSVZKYHBgYyb948unfvjsFgYOnSpezfv7/hJ6WkwPLlDjvTO2Jrpn9FrXn76qvq6Ep/5pl6O+4BUUCIjxdmtVKl08FDD5n/9AcyEIzuk9bjcnOddkNb410OHz7s6TWto7i4OIKDRf5PfHwE7e0uNWJjLZiX3FzvctIlvIusmRqOZHVuboVIdTAhysj1jfO0omr3ZWcd6WAx0s+ePUtVVRXh4eK70q5d8O23ZbRu/RJZWe8zdKiB7Gzx3u/fD716eW31PSafka4UyQ0ZVUnH8w8yuwUTo2VyfZtDriJdVFDgsNaGI/n87mvXcC4AL6Vcp+zih7uqzzxvbtZ5c6i6Quz7/4qFLS+1GKNJp9Xw8h19XHpOeZVBPYgXV5BfZWcVixVpEXgXlXPS5WacKDpwNOsnEbBbr0yK/Rz4pAxZY0RycgRf9bnnfq599HrAnylTBHrBmkedlZVFZWUlwcHBdOzYsb7FN6iBAwcydepUJk2a1GjzGRBm05NPYgKWA+8D9c6H8aChc+DAAcrKyggLC3MvXM2BrKeBnz0LRuNPwCVCQ1sTHz/QocGsBtSJIy56bKyFuy0pJASbQkFL6kQvLRXIkltvvcqoUR+zdu02SksvYjDoKS/vhV4/C53uTxiNE1xetk7nnqFt/ZzoaJA+jiK8VPzu7y/ef3uKk7Xx3niZKCjIJS8vDzCZTfzqakv3bG6ucpAver2emTNncsMNN2AymVi3bh3btm1rGOWRkiJ2+HvvrfOQtZn+K7Vmenm5errS6+m4N9/3xhvKDBq1ltVMJQ0gXVHVscKtZj7Vp379BHLzyJEjVFdXe2T16pPRaKR79+4kJSVRXh7BqFE0Gyc9MTEREEa6W1gbu5kB3YAe2GWcgFcDR6WOdDlGenh4OFFRURiNRnPxIDxceu9Due02P0RpXyxryRJhoks5GEqWz0hXiuRO75Y7XbwZtTE1n092Zcoaq9iwMvMMAZlSSYFD0sbUfBEs6sLxW6uBd+b2a5lM9NTV8O+O17Z57kg1V2Dbv+GF9i2GpT6+dwzv3dWfVgHyO9NVg3iRa95KOrnBe+viploM3kXlnPQWETgq93uVAvE6PilD9iGjN91UxvnzpwgLg3btBKKkqkrwPq2nJUsYg+TkZLRa9y61NBoN/fr1o0uXLo1+HYDoEMzN5Qiii7AIqNee95ChU1NTw47azsThw4ej17s2I6whaTTUdiRfAnYB8O67t7Brl16VBrMjLvrMmXW70du2FYZ7S+xEz8oyMXo0TJgA5875UVQ0mjVrOvPOO3fQtu2fgBkUFfXAYHCvsGQwWDApkhmu01l+l6TVCmM8OVmYPX36iOBQf3+xbXbsgLVrhdkTECCMuAMHRFf4Dz9A796WZel0dQsh7ikbeB74CPgAeB6jUSw4IQF27gSTSYT0ScgXCQ3UnNJqtUyaNIkRI0YAsGXLFr777ruGDUSdDj76yCFX3NpMrwRqAN58Ux1d6VLHvX2bc1ycuD8lpXnWyxXZdTlfX/vzDOJIbNaiRU63SWJiIlFRUVRXV3P06FFPrmUdabVapkyZwt133010dABt29JsnPQOHTrg5+dHRUUFF9wxu+0CRycBsxABsDbyYuCoK2gXsHThS3gXEO/rzTdrWLxYmh4grunmzRO4qpEjlR846jPSlSK508DljmsmGYwmnl+XJmtsTHigcvnocmcIgOqQLgajib+udP2E9fac/kzs415glmJlNMCy+wQzulrhiRbNKWO1haX+Wjc4trq516hRGt87hgN/v4VAP/mnQFUgXsxcaJk6sFCRhZEWg3dRMSe9RQSOtpDvVT41nySMiITRyM09TKtWRvT6jhQUtLFifAp8SG4umEwmTp06BbiPdfGK1qzBhGQ5w0jA4Tfw+fM9ZugcO3aMS5cuERYWZu4+dFcSYsf6b3EN/xMC8hDP3//eA7ANF1WLwSwVbSTzMzZW/G7vU+j1tgGkaikU1CepA33nzguMHLmQI0dOWb0HA7hwYR5/+tN1FBYGuLzs+mpB7dvDt9+KmQ3XXw/bt4v39PrrYdMm2LMHDh4UZs7u3bBli+W+TZsEymnyZLGfHTggxkkYgp49han944+2Zru/vzieJCfbstbly9F1mwBq/OlPAoc8bJgFBXTsmCjwKYGfrtFoGDNmjDkwec+ePc4xLw1wxTsC9wB3UxsbW1QEL7zg2ZX2llJSBIB7yxZRCduyBTIyRJDn1q2iHXfrVuUWBoYPtwm7jEIYuCbs8C4XLjjFu2g0Gvr37w9Aamqqp9e0XklokebkpEvM9mx3q11W26BeeTFwNDo6msTERBISEmSNl/AuWVlZ5vtOnhQBykZjOzQa+Mc/CsxF8GHDxE9vvP+elOdaA3xqnCplVHRUEDK6L6OI/FJ53bzPTu6pXESIK52aKkO6vPXjaUoqrzofWCsN8L+5/ZjoYlCjYmU0iELJ8fVw4DPRdd2cCgyHPrMhIgEqi0SbVWA4XC6p//fCU5C+tXnM/8pCWHYPHLsdpn+sqn3fWv56Lf83oy+PLZaHbZEQL/+d65mp6V5Tzykw43NYfh+YjA2Prb4kciBGuTD7pgkk4V2KKhqe6inhXYZ0boA72ZxSsZErBY46+3z885vjjOsdo8xzuTRDoyyfevNngiIV/73Kp+ZVfLwIvbrhBqiqupHy8hAgjKQk4XeAMNElfEhhYSElJSXo9XpzF5YrMplMLFy4kKioKMaMGUNQUFDjX0QtG70AOI8IGb2xvrFTpzb+/9XqwAFx/BgwYECjutElxM7585b3fMoUYRhGR4dQVRVEVdVIMjI0jBolxmzbJraHWgxmqWgzapQwENq0sX08OhqCgzEzZBMS1FUosFdpqeisnzeviqNHtxEYuAeNxojBUI5W25XsbA3a2vOKO5l5ej2sWCG82MxM8XfXrsKUiYuDAQPgp58s+8iuXY73F+lvR+9xeHj9948ZI34fMcLCSg8LEyiYadOguFgY7GfO2DLW6/dPbwFCEZGCV4A2SJ/i3/1OXCJITd56vZitcfKk+P/du8O6dWKfaU4NGjSImpoafvjhB7799lvatm3bsBH3zDOCgV5eXuch++7b6ueew7+iAl55xbMr7Q3pdJbgBhDH5yeftK0UxsWJTnuldanrdHDXXWLWUq2SgbOIrnSbKOk1a2xfpwP16NGDH374gaysLKqqqggIcL1g5o7Cw3HISQeLse5NTnpsbCzp6emcO+fmzFq7g6IJMSOgFXZd0l4KHJUCheVKKhwUFBRQXV3N+fP+zJkjjlM6XTQGA7z33kXee0/MBKipEcexJUuUHTjqM9KVIKMBvnvK+bhb/6V400ouG/2BoYnKRYQYDXD4a3ljVYZ02XAkn7d+PO3Sc/47u1/L6URPXQ0bfi+vcOUp6QOh660Qd6PFEA+KEOZZaIwwcdz5XEsFgUv5UH5eGNzZ+yD3FzA2QZdo2ip4cQOkfAC9pnn//3lBE/vEMCk1hvVH5H3RWHfkHBN65yn/89BrGmTvhr3vOR+7910xo0ZB5xYJ7yIHEaZoRrfZyHUyu6miCY9HLsiVwFFFFjOkGRpLGwjhvVwEJ75R1Xncp6ZXr16iu3TcuEBAdNAtXChMdrA1bX/6SXzH6tixI/7+zj9D9iopKSE9PZ2srCzGjRvX+JWvZaMDHKm9KxkRlWojjUZcsXqIjX7x4kWysrLQaDT07du3UcuyR+yAxVCGYRQWDiQ+3g+NxhIuum2b+gxmif0+ZIjFfJUUHCw6KOfOFa8xIQE+/lh9rxHEtps2zUR+/hEqK3/g6tVyrl6F1q2706bNOC5cEAa60UkvgCR7A1oykhcsgK+/hjlzREDrqlWiG1z6rFq/d94yaxyZ7Vu2iH3aaBSd7SdPisJJRAQcP255LdbmuICZjKj3/0jjJOSR9B6A6E6//XZxzOrQoXn3mZtuuom8vDyOHTvG0qVLeeSRRwitL8BApxPt9s8+W+/yjMB24ADwm1dfJfjGG2HGDG+sune0ciVMn04d1urZs+J+JSJfpk61MdI7I6KeMxCka/PVxKJF8NprDWLCIiMjiYqK4uLFi/z666/07NnTa6ttrdxcbDjpJlPdYy4ITnpYmOc/M+1rXfx8d41uK8SOCXgNqACewG6mmRcDR11RaGgoYWFhlJWVkZeXR+vWiWaszquvRvPAA3D+/EXzrq7Xw3XXiRk8SpbPSFeC5GJEQhR4oWolV9joY2VO3W8WbX8NLsswNoKjVYV0kbjoruiREZ2YJJNXrGgZDbDiQTi20vv/KyAcOo2EtsnQcRh0Gu4dk1KrE8u2l9EAmTsFzxyT6GLP+RlOfQtG+TMRZMlQpfru9Ddn92PLifNUVMubRvnnFUeU24Frre6T5Bnpl4vFOcjRvtSMuqVne1nnk8zCCu+vjLvS6mDcS+Iz0pC+fxp6Tlbc56dFBI52vw2CWjcQOqqBjX8V4xT2/vukHOXkwKOP2t43b54wPePjbU24M2fOANDVKpTNFeXVtsO1a9fOM0zxWja6EQscwmHktsnk0bA7qRu9a9euhIWFNWpZ9t3aEpcahBGSlOTvcHaAWmXflSxhXiQu+ty54jV2qAPFVb6ys+GWW85x5sw3GI05hIVBWFgUZWUTKC52Lw9ACgDNzRUGTHIyVFSI9yg5WXmzE6zN9e3bhYEndatPmQInTghGs8Fg4avbmur1SxojmehSkaGwULDnY2NFAaa5DHWNRsPUqVO5cOEC58+fZ+nSpdx7773o6jvuPPMMvPVWXcZRrQzAMaAM+AaY/sADaFJSlB/aCZYip6MNazKJjT5/vjCulfR6JLxLbdBkDJAExCGY9eY1lfAuTrrSu3Xrxu7duzl16lSTGemhoeL4YDQKFL99Y7g1J719e8/js2JqDe6CggKMRqPrWSpS4GhuLhogHGGk52FnpMsIA22MampqMBqNspoG4uLiSEtLIzc3l8TERDZuFAXF0NAoUlLgk0+KkEoxy5bB6NHKOWbXJx8jXQmSixFRIEdVUotho6etha3/kje2z0zVXHi7ykXXAG/P7sdTE5vmhOZVpa6Gfyd410QPDIdBj8I96+EvGTB7IYz5G3Qe1fT7iFYHSSPh5r/BzX+HoU+I9flbAYz4K/i38vz/TFsFL8aokp2u02p4dfr1zgfWqrzKwNubXZvV0SzqeJMwEOVIgaGjAztF0j7MOaN7yb5sZXPSg2UUwMvO+gJHvaWsnxow0QFMin3/fVKGcnJg5Egj6elfEBu7l23baswcz1GjbENGq6urzQxQd0NCz9a2xcXGeqiJobbjLQsx9TsIcGjxe5CNbjAYOHToEICZgdtYSd3aSUkC6ZKXd5rs7NN06mQyFzTi44VpqgZmuD3zHcTfw4bVNXVaAhddYqHffjv8+msZRmMOWq0/ZWVjCQl5lIgI+Z8XnU6YwVIBq6BAGGIJCSIYdMMG4d9J71FcnHLfq/BwwVWPixPrv22b4K7/8IPYn/39xeuVvNb27QWnvZ1MIpzBYEG6ZGcLbMWECc0b4ufv78/s2bMJDAwkJyeHb7/9tv7BOh188EG9D/sBtyMMrWNA6qVL8OKLHl5jL6m2yFmvTCavcq7dloR3qZUWwasfA9QBs6xZ43Rx3bp1A+D06dMNh9B6UM446RqNdznpkZGRBAQEUFNTQ6E7ZrdOB//3f+Y/O9b+zLQf9/vfe423v2HDBl588UV+/vlnWeM71FZ+JZyNdGzOyQlj7dr+iD1ITEP6wx+grEx8PJo746Eh+Yz05lbaWtjzjryxCuSoSmoRbHSjATa6wApOnui9dfGwXOWiP3lz15bRif7dM7VBonX5eo2Sfwj0nQspHwrz/M8ZMOHf3us+94S0OhjzFPw1W6zzwN+A3gPsVUlSd/rSexUZYNmQJvaJYZILGQAfbE9XtnkLYnsPetT5OFBk6KhOq2HOQOdAz3NlVezLKGqCNXJTcgvgCiyUt4jAURW//z41v6Tp3xkZ54iISOeuuzYzbJjWbOhKZrrkhWRkZGAwGGjdujVRUe7NIpU60jt4qt34tCj8JgL3AhOw6hi0lgfZ6KdOnaKiooJWrVq53ZnvSPHxAk8hLrY3Aov4xz8OmRE7oGzTVJLEfB850rYQU1pqMdH9/eG778R+JuXRqZWLnplpZNiw80yYIEwrg6EbOt2tGI2Po9MNIz9fT0mJ8+XodMJINhiEV7pihXhPAgJEh/W338LmzeI+NewHjiQZ6z17CsN8+3bo3Vu8xoQE2LdPbH+5DcpaLVRXW6OQxO/nz8OpU81nUkVGRnLHHXeg0Wj45ZdfzDNYHColBZ5/vt6HYxHhySC60steeUW5YZ3Wkov18BLnulGSe75YtMjptkhISCAgIICKigrz+a8pVB8nPTZWzBLJzfUeJ12j0TQe72IVpJFY+zPTfowXCzGBgYGYTCZKZR5EIiNFE22J1cH+2DEYMEBDYeEUEhKGsWuXn03g6NChzVv0cyafkd6ccsW4VXjQaItgo8tF7IDit4e1XOWitw7243c3e+7Cp8llNED6NvjwZtj9tueWqw+EnlNh3hr4aw5Me1fMSlCyee5IEhJm4svw9Fm4ey0M/wNEewhEptLu9Ddn9yPEX952rKgWwaOK14g/gr+M+e1S6KjClBgdLGvcJpnnn2aR3AL4xV+9ux5uSAocdaZ/fnNcuYUlFQe++tR8krqFpenfsbHp3Hsv9O2bSF6elrAwS3e0NUbkdK1p3bVrVzQa1xtGTCaT+aLaIx3pBgN8+CEgZhomUg/WxYNsdLBgXfr27Vs/skGmrDu3c3IEUgdOAheBIJ57rpeNGa0GnT0rOiCtZzXk5sLEicL0BGHw9Oxp2c8kM11tXPTTp6sYNuwL0tI+ITtboNgSEsBguAmtNqxBj02rtSB8tFqxO/v7WwoKyckiJFTq4O7ZU13vjTOFh8OgQZYu9V27RKfssGGWDlrp41Xfx8xoFMWZ6Gjxt0AhCUTQ7NkiFFXat5paXbt2ZfTo0QB888035DbUnf3MM5YX4UDDEAGkV4A1FRWY5s716Lp6RXL51acVOAt2+PA6ichVwAnENjBLwrs0IJ1OZ57BderUKY+uZkOy5qRLAc55eY67072hRhvpVs/riDjHFyJmntU3zpMKrz3YlsipggIRERE246VzXpVVL4408ywhQWwXaRaNp2cEeEo+I7055YpxO/7fijXrDEYTqw/Jex2KZqO7gjdQ8PawlsRFd8XieCnlOmXOGJCj1NXw747wxRQ4+0vjl6f1s5jnT+fBzC+aB9fiLZkxMP+Ax/fB9M9FwaCxkrrTv/tb45fVRHIV8bLuyDk2HGm6zgm3pNVB/waCFq21913FdaXLRYasOnRWuUauFDjqTPs/U9z7D64FjipS5ve/gXNaUKRqCuM+eV/W3cJlZWL695/+lE54OISEJDFypHg8LMwWI2IymcxGurtYl4sXL1JVVYWfnx9t7EwKt+QMHSDpoYc8xuAtLS01c+L79evXyGVZtsXevRIj3UR09C5mzgSt9kaysvwZMQLVmOmlpfDAA+J3CdcyapTAnlh3o2/YIOob1kib2Fj1cNFLS+HQoSrGjv2SvLxMjEYTOl0B2dmC3x0Z6TxM1GgUJlZCgvhdrxfc4m+/tcW2tDQD3V7W+BepuOfvL94Pg8HysyEVFtqa6FJo7ZEjcNttzWemDx8+nO7du2MwGFi6dCnl5fXMINbp4N13612ODoF40QO/Ar8sXSqCOpUsiXPtzKl99lkRSqok6XRw5502d30KfIV4/20kw8iVZi41pZEufZaSkmDnTliyxPZxqTvdW3kbEif9nD3LS/4CzL8GApLDltXAOE9KMtLldqRLRnp5eTlXr14lNFS8vwkJEB9vIDv7AsOGnbM5lwcEWM6FSpTPSG9OyZ1KPPgx6DnFu+vSCO3LKKKootrpuMgQP+Wy0Y0GOPy1vLGjnlb09pDkDhf9nbn9lDtjoCEZDbDsvlqMiwfKlroAGPlXwRVvaeZ5Q+o9TRQMPMVS3/1f2Ph045fTRHIV8fLnFUeUa+BKkougkkJHFaSBnSKJlGHkFlVcVa6Rq9VB/3udj7uUp7j3H1pA4KhWB+NfhobKyZeL4MQ3TbZKPilbly4J7IFkcF68eJXy8mxKS+GJJ5JIT7cwU63xEYWFhZSWlqLX6+nUqZNb/7u8vJzw8HDat2/veviYI9UaGKuBb4GS+sZ5EL9y6NAhTCYTiYmJbuNtJFlvi2HDxM/4+GymTs3lhx/0GI0D0esFx9YasaNkSa/JGteSng7jxtl2o1sbw2piv4N4bSNHVnHzzV9SUpKDyRSITncPBkMSWq3oMCxq4JTdrp2lE/3sWQvnu08fWL265RvnDSk83IJ8SU4WJrp1sCiIYkN9GjfOYqJLzz1xQnSGNoeZrtFouP3224mOjqasrIxly5ZhqK8qMH06zJpV77KigVsQ3HQtiIqVkhEvOh28+abzcVLoqNJeix3eRTrr1THSZXTUS7O48vPzKSsr88jqOZPESd+2Tfw9z67vSK+Hjz7y3rFGMtLz8/PdY8PbFWISa+/OlB7XaMTJw4OzzazlqpEeGBhoDiUtLS01v/+7dsFHHx0jIuJ/ZGdvZOhQyyyB/fuhVy+vrL5H5DPSm1NypxIrnMUtF+tye98Oyu103v4aXHacCG6j4GiBS1CB3OGiT+yjQi66p8NEe6XAM/kw+qlrwzy3lz1LveutjVvenv/B1/costvWkd6c3Y8gP3mnRlUEj7oSOqowTrROq2GazKwGReNdojrLG6ew9x9aSOBo99ucfAY0sPGvqjlG+eRdxcVhx0DPISOjhi++CCUrK5qkJMfMVKkbvWPHjvj5+bn1vxMTE1mwYAF33313416EZaUoB44Ae4F693APdawZjUYz1qWxIaPStfnWrZCYKAw/vR7uuGMXy5ZBcXFfkpJasXNnXcSOkmW9f0nd2daKjRXdkfb7l1qY39nZMGHCFY4eXUhRUQ5abRAdOtyDwRCLTue8C12vF+Gher14LwICxE9r/vm1Lgn5smGDMJmkQFKp4BASIsY5qsW9+66tiS79PHmy+TrTAwICmD17NgEBAWRlZbF9+/b6By9aBK3qb/QZCPwWuAHElCKlB4+mpMBzzzU8Rqmho8OH20yRkb7pnsGudeHDD50WAUJCQsy5IKebEGUjZpNJs53EcXnXLsvxecoU7812io6ORq/XU1VVRXFxsesLsC7EaDR0B24Cetf+DcAbb3hstpm9JCP9ypUrVFnzWeqRRqOpg3eRZhX16hVVm3VuCV5dskTZJjr4jPTmVaUM41bhLO6Nqfl8sitT1ljFYl3S1sLWf8kb22emKszVa4aL7skw0eBomPE5zPhUFdvY65JY6ncuazzy5fhq1XDTdVoNvxkpf1q+4oNHtToY+Ii8sSEeQAl4WLfIPG8oGu+iYk56iwgczfpJzLioVyYoO6vIGQE+NY+scRo5Oel88gkUFSWRlKRh61Zswi0lSTgTT4RrumvE28hggA8+4BgimrMD4LBR1YN89IyMDEpLSwkKCqJnT+f5CvXJGukCovtWmOkXeOONU5SVafD3H8LatRaGtNK7ta1Z79YcWHser17f5KvmEZWWCjzNlClXOHHiS4zGXLTaIEpK7sZkiiEqyrGXFhlpCfyzNnejowX3vKXyzz2hhASx72/fDtdfbxsmmpBgeV91urqmurWJbt2ZftttAqPU1OF+0dHRTJ48GYAdO3aQU597qdPBn/5U73I0QITV30Y1BI/KPWcoLXRUp4OHHzb/2RGB1inD2g5FHPhkFAG6desGNK2RLnHSJRN961a46Sb7Yrp3ZjvpdDratRPXB25z0lNSBMKoQwc6ArdS25keFyfuF+60V+Tv709QUBDgOt7FmqteWgoZGdG19KJyBG1fzBDYt0+5QaPgM9KbT0YDfPeU83G3/kuxpp7BaOL5dWmyxsaEByoT6+JK4CsofnYAXENc9O/+1vgwUX0QDHpUdF7/8RT0muaRVWtxkpAvPae5vwwVcdMfH9OFVgHyrmZVETyaMETeOAUaiS0C76JiTnqLCByV2+mvwBkBPjW9JMMzPh4WLgSoQcACkvjPfwQb3V7V1dVkZQkyqbtGuslkcm96d33asQPOnuVw7Z8OQ0bBo3x0qRu9T58+6BvhCNvjdUA0oooYu3ZAD6Kjo8zGqtK7ta0LA9b+oH03evv2wgSVAkjVIun1TZggkC1GowmtNgij8W70+hjy8uCig94xrVaMlwJEJVM3ORlWrRLmuc9Ab1hSd/rmzaJrX2IOgyjSJCWJ99JRdnFNjfjoW5vpx4/DiBFwyy1Nb2D17t2b6667DqPRyKpVq+rvcn3mGVnTT7KAdyoqOPfXv3p2RT0tuTOCvMS6bpSsznd+CDMdHOBd1qyRsSixrF9//ZUa+4Ojl2TNSV+71tLIbV1Mb9tWTG7wxudBChx1m5MOwizPzBTMp7/9Tdw+/bQOescb6tmzp0uh4vZGemkpjB4No0cHUFLSiogIWL260FzEGDpUPK5UM91npDeX5AaNhjSOL+hN7csoIr9UHhf12ck9lWnUuhL4qvDZAeBacQNUzEVPXSn4241Rz9vh6bMw4d+i81qhBSvFSKuDmZ83vjtdBdx0nVbDK3fUazvUkeKDRysLnY8B2Pe+Io1cuXgXRXO6VcxJV33gqNwZAXLH+dRiZR9uKZip44G/AL2YMQPGjKl7UZeRkYHBYKB169ZERrrXNHL+/HleffVVli1b1shXUas1aygB8hAXe73rG+chPvqVK1c4ceIE0PiQ0dBQMa1bupgeNgxmzACIB34DTEGvF1Py1aCzZ4WpKRUG9u0Tr8m+G12rtQ0gVQPzvbQUTp2ycN81mkDi4+dhNN6HThdTp1ggScK86PW2vPg+fQSyxIdwcU1SIOnGjRZDXQoWnT9f7EuOalsGg8VMl/Aw1dVi3zx7tslfBrfddhvh4eEUFRXx888/Ox6k08HHHztd1l5EZ/TGd99Vdle6xLp2pkKZ3+WbUnbmvoR3ybAft2iR023Qvn17wsLCuHr1KtlNxBiSON3r1sGDD9oWO6Vsio8+gsmTxXcDTxu6jQ4clbRmDdx7LxUvvMDpF14gY+xYMY3LyyG1kydPZtq0abLzUCQjXepgP3UKjh4Vxx+tNoo77oBOnS6yeLGluHf0qBinRPmM9OZSC+iQkmtaPDA0UblG7ckN8seO/7fizVZXihugUi566kpYfn/jljHkdzDzM8VvT0XKE93pe/4nsDwKlqvBo39bk6rcjly5BqECA0dBPt4ls7DCy2vSCKmYk676wFE5MwJUUCj3yftyFG6ZlAQrV+rR6/XU1MCRI4InbK309HQAunTpgkbjXtNIfn4+lZWVVFR44Di2ciW88QZZtX92AELqG+uhLsczZ85gMBho06aNucvOHUnFjDlzhAmYkCCMVsl01uk0+PsHqqZzu7RUZB6CxSS/4w5bSoOfn/DRpNeYkKAO5nt2tugWnD0b3nor38wV1mgCiY5u69A3i4oSWGWDwRYtEhXl46B7QtaG+ldf1Q0WbchMl7ZXhw7i7wceaPpO0MDAQIYNGwbAqYbcsxkzGgweBVEC1QKZFRVcWLfOcyvpael08H//53zc73+vvILA8OGCw1QriZhe55vshQtO8S4ajYa42oKC26gTNxQeLmaaWc+Cks4rJpPgpFuHjHtSkgFd1FD6sjOtXCmCeHNzOQ0sAraDqIRNn+51M90VtarNNygvF0jebt1E8VSvB6MxghUrYNeuMubOtRyv+vQR45Qon5HeXGoBHVKZhZWyximWjW40wJGl8saOehp6TvHu+nhAcoNfQaVc9O+egeX3gUvgGiv5hwoO+rgXPLpa15w80Z2++20RFKtguRI8qni0iNzAUVeKi02kgZ0iaR/mfD9bsi9b/cUMBXLSVR84qtVB7+kNj+l9h6+w6hNxcaITWjKddDoDr70Gf/yjLf5gzhzbbmHJSE9KSnL7f0vGQUxjjW2DAZ58EsBspDv0JTUa0XLnIT76ydrqQnJycqOWY13MmDkTLHSHAqAKg0EgUNTSuS11o0sNlrGxYn2vXrWMiYmBFSssAXcgGm6VjDTJzhY87aNHIT39IHfd9T4LFvxofg2Omme1WoF40elsUS7du8Pq1T6MiycVHi7Mp4iIuiz0+sx0sJjo2dnic3jqVNOb6RLiIycnh8uXL9c/cNEiS7KqA4UBkv/2y2efeWz9vKI2MjKKlBg4qtPBXXeZ/2wPpACzHY2VgXeRirAFBU3bVFI3ZBx++qkuP13OxAFX1Lq1uDYrKSlxD+0mne9rnyv1hReBZcrW/PleLcAYDAZZYaMgQmUBc8NAeLgonu7aBTExYZSUwGOPldkEv27erNzzgs9Iby6pPGjUYDSxZJ/zaTftwwKUyUYH0XkpB3kQHA0j/uj99WmkDEYTS3+RfzWhOi76xqfdZ6LrA0Ux5K9ZPg66JyV1p/eY5t7zVz+iOJSItVwNHj1XptCOXK1OZAHI0YGFitsmOq2GOQOdt6idK6tSdjFDpZz0gZ0iiQhuOPywdbCfcs/1RgOkLm94TOoKxb3vPjWPkpPhuuuE2WQwLCEl5W3S0zNISoKdOy3MVKlbuKysjAsXLqDRaEhMTHT7/+bVtiM32kjfscPsLIcB0f+fvTMPj6o83/9nliQkIQshEMhGCMgOKigqi0ZFwRVFQYNSUau2Vutaa7/WLj+rba22ota1bqUFBaRuuCNIgCIIKgiyQxYCWchKyDZn5vfHO2e2zHIyc2byDp37unIlOfPM5J2ZkzPn3M/93Dc+iHSbDZ56Shd/dEVRHAFxoRLproRGWRkIPsUGLAL+jMlUwZIl3t8L2eCpRi8r62pHExcnrEwmTnQ+7+xsQWjKisZGuOIKEU5psZRjNH5AQwM89pjJbsHTFf6sXFasiKnQw4G0NOGPPmKENjIdxP5ZVua0hbn66sj7paenp9OvXz9sNpujSekVJhM+dzg7TrN//+7DD+lsk/QcHbQHiWogoyMOFy/uBEQeh1cJpUZ7F9DB6iQIpKa6W4pNnuwk0Rcv9p6PEvrfTMVoNKIoCs3ByN1dPu/BSaQ3Ap0g/qHD2IDZtGkTjzzyCO+9956mek8iHcRxauJEePbZocD5wEhAZNRMnCgviQ4xIr1ncAIEjW48UKeJNCqemC8vWatVeTlujrTvgyue/WIvx9oDh3NEpS/6x/8n7EC6C1MCnPOgIHuLfhkV72PUwWiCa96AM3/W/fta2mDpfN2XpCfuOG8ovTSq0tftqQnzakLA2feLiYxA6GiGNU+Efz3dREFmkqa6z7sxlRNRRLlPeiBIOgcgoCULpelQVL7uMegHNWQ0LQ1WrYIlS2xABcJltxfPPy9C/b78UtgmqBd3Bw4IN9js7GwSExOD+ttWq9VBHIRMpLsQMkXAHThVmW64+24RUqYDSktLaWtrIzk5mZwQGeDGRiGWVz1SBeqARoxGA4qSxdy5YqvneyEbPNXoOTld+TKrFVROQfXklfk5gZgaaGwEi6UJo/EtrFYFo3Ekhw+fw5//7F6bkSEaAzErl55Bfr5oVAwf3pVM99ZDq6wU91m0SEyElJXBd9+JpkkkMXSoELGoDTqfmDbN781DgD5AW2cn399zjz6LCwe0Hvc1kNERx9Sp2hT1GuxdVCK9trY2YoGj4G4p9oTHJdATT4jt4fBINxqNDt/w+vr67j+AxwdKIqDOhtb5qdML6jmPVks6lUg/fvw4VqvVsX37drjnnkHAVGAwIDJqysvFeVksbDQGJ06AoFGtXqgFmb5HrnoU3bF1GX5xeNeiAxSrjRfXaLMEmD+pIHp80a0KLJkfHIk+6kp46DCc+6sYgR4JzHgMzrqj+/f74T34t3+fw56EyWig+PQ8TbUfbjssr7WI0QTj52mr/ep56dS5Wm1D/vPtIXnfgyj1Sd94oI6G451+axqOS2xtdAJk0sQQXriGjJaXQ1MT3HNPDdAGxANZXH65uNjLzXUnOfWwdTl69CidnZ3Ex8drDu3yCS/Ek1c5i4uKMFS42roYjcFfWqrvw+TJgsRz8iiiWdG7dx4JCXGO0XuQl3D2pkb3JrJUFEHSqJ68nvuXTFCbTbm58NlnnWRmvonVegyjMQur9Upc9zSDAbKyoK5OELcxK5eeQ36+mHpwVaa7eqJ7orFR+PirDSBFEUGMEcp/BJz2Lnv37vVveRGgcWcAJth//nrhQvlIaBU6ktERh8kE113n+LUWEfS6w1ttAEI3JSWFpKQkrFYr1dXVeq7SLzwtxVwxZ074PNLBae8SFJHu0YAx4GHv4qNOLyQlCZGTViJdrbfZbA7bpu3bYcIEcXzJzxd2Lq5B45Mnh6eJoQdiRHpP4AS4qNPqjy6tZ2p3bF0ktddxxdMr93C8Q9vJwYWjJfWs98T378Cf8mHHf7p/31iYaM9g+qPB+abv+VhqMv3C0dpOQI53Wnn2iwDqmZ6E1qaghKGjEwdnkJEcH7BOaq/6KM1Gifqw0Sh93WOIHDxDRqdMgdLSClJTIT09GzDS3g4XX+webulqPaCHP/qAAQNCIqJRFHj5ZQCaAauvutxc3bzRbTab7v7oKunsVKSL17ipqZC+faMjjNP1ufgiLk0modaOBq93NVj0nHOgrMzGt9++z/XXV5KRkYTVei2i4eTEwIHChcLV9z0/X9gmxaxcIg9VmT5iRNdg0SyPj77GRjFNAc7anTvhsssiR2bl5+cTHx/PsWPH/Nt8eIRdesOpwFBgSksLtjVrdF2nbvAgo/0igkGcmuHSmC0FPgK2eKsLQOgaDAay7DtkJH3Sc3OdU1Bqw++FF9x/X7RIf490IDRF+tSpXRalEuluJtLeQit0gDerFn8wmUxuKvaKCnFeJSzWbShKNRbLHlauVBwNaDVsPBxNjFARI9J7AlrDxCS9qDsh/NFPIFuXD7ce5umV2si79ESJfWxd8enDsOwG6DjWzTsa4OrXYmGiPQnVNz1/cvfut+dj+FiD5VUPYOLgDNIT/XtEq3hpzX55FdHdCR2VrJFrMhq44hRtkzTSErp5Z4AhwGmXwSTqJELUh406/On92MwlZkRF0zyG8ED15Xa9cOvTRzDmDQ155Oc7b3MlPGtra2lubiYuLo68PG2TS96QkJDA4MGDQ/JYB9z8Ut8E/oRKQXvgllt08UYHqK6upqGhAbPZHFIzAQQxvnixeK07OgSBMXCglZSUA/aKQsxmWLpUbvsTlWxUPc8rK72T6KrdieyNAfdgUZgypZSSkq306WPkkktmI8wznDCbxXOeO1eQT6rv+0cfCdsk2Uj0trY2Dhw4wMaNG9m0aRPffvstO3bsYM+ePRw8eJDKykpqampoaGjg+PHjdHZ2BhcM2MNQyfTRoyEhwRksWlXlXQxtNLpb8uzcGTmLF7PZzODBwuJh7969vgtNJnjuOb+PlQxcj3BeNrzzjl5L1B9ap4TCpC4OCZMmOT5T1F2pi57cZBJ1AdATPukVFeJ45Wp99JOfuP8+d254mp0hKdJNJvjrX902qSyPG5F+771hmcZQifTW1lY3qxYt92lpaSElRXw25OcLa7NDh15i5sx/s2uXkzVPSBATNeFoYoQKH1ETMYQNO96D1X8MUGQQF32SXtRFvT/6CWTr8vH3h7l9kdeer1fcOLlAzvfEFdvfgfVPB3ffq1+FMfp4fsYQAowmmP8+PDoQFG1J3gBseA5yzxBkvEQwGQ3cOHkwf/t8d8Dalg6FDfuPMnmof4VMj8Bogom3wZd/ClybrGHENMI4f2QWr647GLAus3dC+BcTDMq/AluAE02bIuoG66MW1QMTB2cwMK0Xhxv9f+7Xt3Tjfz2SMJpgxp9hiR9ro9Y62LkCRl0euXXFIBXy8sTF2oQJQh1VXy+umHNzc1m7VtQUFbkTnqoaPT8/H7Ov9D4NGD58eMhqbsChVOwADiMU6V6NYuy2CXpAVaMPGTKEuDhtDWdvUG1dPEnnw4ePAK0YDAmYzdmUlQkrlC+/lJNIV59HdbUg0hcvFqPpnna//fpBfLxznP2VV+R9Ps5gUUEqlZcXsGzZVZx5ZjvLlg12q3dVcO7fL8inN9+EYcPkeH4dHR0cPnyYyspKx9fRo0cD39EDBoOBuLg44uLi6NWrFzk5OeTn55Ofn0+/fv0wGOS81srPhzVrYMsWmD/fGSz61FPifXblwqxWQaar+67VKixeIjVRMHToUHbt2sWePXuY6m+CZvZsMS6xalXgB33jDUE86tRI1BWqujgQW1sjYR7T+vWOA3d/+6YmhDmaQ2KhKKJO9eXygZ4g0lNSxGc7CE901/iQJUvg/vvD1+xUifSGhobgHsCjCzYS0dp0a7eogaMBXvvuIikpCYPB4LBqUUlyf0hOTqa2tpaWlhYGDxZN8eZmsNkMnHpqKkeP1jFjRhOQ7rClGj1a12XrhhiRHklYFfj4lwSO5bLBjD9Jq4SOen/0E8TWRbHaeHD5Ns31yfEm7jhPv4unsMCqwDtBhFaC8OeOkejywGiCWS/B0hu6d793boNRl0l3/LvjvKE8v3ovbZbAHfd/bSiVk0gHyD9LW13peig8J7xr6S60CsBkFYpFqa2byWjg4UtGBWzaPrLiB6aPGShns3bEJWIao9WX4scAHz8o6iQ79sQQfjQ2igu50aPhvfdg+vRWQJAVf/lLLqmpggT88ktxIa0Sgvv2iQnTUJXYusHuj16BINHT7F9doKOiMRy2LgkJwm5CTPaLZoXNVsDAgWKiR2b1tmvAaFERvPSS8At3hckkrGvUSYfs7IBWzz2GQ4fg6FF3ZabZDBUVY1m2zFn3s58Jxfn+/e51aWk9R6J3dnZSVVXlIMwPHTpEbW2tVzV5eno6AwYMwGAw0NnZSWdnJx0dHV1+VgMQbTYbHR0ddHR00NLSwtGjR9m6dSsAvXr1Ij8/n7y8PPLz88nJyQmp0aY30tJg/Hix36mWFXPmuJPoKtRtrqr0yy+PTCNL9UmvqKigtbXVf5jzzTcHJNKbgS2NjWS88QZjb7pJx5XqBJMJ/vY30Rjwh/vuE0yvTM0AF7uZXkAqgkivAfJ81PmCSqRXVVVhs9ki0pRKSxOE7q5dolHrivvvFw3R4cPDs8+HpEiHLq9plv0rUJ0eMBqNJCYmcvz4cVpaWjQT6eC0g0lLc76ut92WymOP1SH2HvG6y0qiQ4xIjyy0howW/Z/Uqqio90c/QWxdnv1ib8AAOFfcenahnASHK5bdDJ3dtXMBzvyZ8OeOQS6MvgIq7oT/PqP9PpY2WP04nCeXzYvJaODcEf346PvAJOea3TUoVpuc/29amogAG1+Ecx6Q6hhYq1HxrLUu4tBq16bV/i2C6KPBn/5wYxsbD9Rx1hAJg9JL1/sh0QFs0HRI1Ek0DRBD+OGqIF60CH76U4BOhLPuMebNS2bcOPjiC/fRYkVROHjwIBAakd7R0YGiKP5JIi1QFMHaAqr5olfRqI7+6M3NzRw6dAiDwcCwYcNCeizVXqeoSJCxTkvXMUACJlM6S5YIwtm1mSETPANG9++H6dO7TtT37w9xcfKr0cvK4Prrxc95eQrl5Z9jMk3CYnHvYvz4x/Dss0L0qL5/rqGikXxutbW1fPXVV5SXl1NdXe3VbiA1NZXs7Gy3LzUELxCsVmsXcr25uZny8nLKysqoqKigra2N3bt3s3u3mGI0mUxkZ2c7FOt5eXma/164oBKHu3fD1Vc7fewNBvDmWuPaSNm5UzRYwv2+pqen069fP2pqati/fz+j/TFqGjpR24FVQNbatYy58UY5pwYC+L0DYVMXhwSP5mw/BBVajQeRrqGJm5mZiclkoq2tjcbGRoeHeLjR1CRI9P37xZTGwoUwb574vbhYfD6FY59Xn19zczOdnZ3dn+zS2hgPkyXQyJEjsVgsmpuFvXv3Brr6qpeXwyuvpNp/E0T6vHnidQ/BOS+siBHpkYRWlVnfIeFdRwiIen90qwLfvaWtVmJbF8Vq48U12smWPklx8qvRP/l1cMGiZ/4MZjym/3pi0AfT/wA2C2x4Xvt91j4JRXKRuADXn1GgiUhv6VDkJRS1krlq4KhEpKLW5uzBWm2hNxGH6tUdqKG++XU4+36p9v+oDxyN0mmAGMIPz6BRiwUKC1N54omZzJkjft+6VSjVJk503u/QoUN0dHSQlJTkUNAFg927d7Ns2TJGjhzJNdeEELpdUuJICFTP0gd5q9PRH10lCnNychwXx6EgL080M9T3QSAds/l0h0dtuMgMPeCqRs/PhwEDhPLcFWazEAbKrkZXfdFVS5f+/deQmvpfmpr2ALfjGrP26aeCBMnLczZD0tIEiR4pP/SqqirWrFnDjh073BTnycnJZGdnk5OTQ3Z2NgMHDiQlhHEGo9FIQkICCQlOC7msrCyGDh0KiAZbVVUVZWVljq9jx45RXl5OeXk569atAwRZOHjwYMaNG0dubm6PkLppaZCcrE5+eA/EVeFq8dK3r7hPTk74/xeHDh1KTU0Ne/bs8U+kT50qLC782J6cDHwOVFmtVFRUhJRrETZoVQ3LFjiq2tIcOgQ2G/2BfahzXXbk5Wlq4ppMJvr168eRI0c4cuRIRIj0igpnEzA/30neujZ3p0wRUzejRun7txMTE0lISKC9vZ2Ghgb6eQss8AeP1x5E4Gs1MAxIMxh0baB74rLLLutWvbeAUrUJW1WVSno6PPxwE3//uzOIW1YyPRY2GkloJTAkDRmFE8Affc0T0KrBC09yW5dnv9jL8Q7toRF/nDVWzvdDxfZ3uqdaVnHWnTESPRow409w0gzt9dZOoUqXDGcO6UtSvDYC4tPtkp3kqojiwNGJgzMYkBqYTF+8sUzOwFejCcbPD1zXXCmaGBIh6gNHT4DzrxjCg9xcMT7sakfxxBNinNtVhVlc7G5dq/qjDx48OCQS7LCdEAmZiLY/jhVh7QI+FOlh8EfXxd8d98A3VyxZIhSC6kV1OALfQoWnGr2srCunFxcniJjCQqcCWEY1uqcvuslURXV1CZ2dAOfiSh+YTE4bG5VM//LLyIWKNjU1sXz5cp5//nm2b9+OzWZjxIgRXHPNNdxzzz3cf//9XHfddRQVFTFs2LCQSHQtUNXnZ555JnPmzOG+++7j5z//OVdeeSUTJkxwkGS1tbVs2rSJV155haeeeooVK1awd+9eh3VMpJCTIyYHXMNvvUEV9mdnC9X6jBnCllwN1g0XVHsX1UbLJzSEjiYCY1JSID+fLVu054tFFD2sLg4aJhMsWOD4VfVJdwscvfZazU3cSPukp6RARoawFXOFSqbn54vm0fz5+u/zBoMh9MBR9bW3n4usBFYA5WrNU09JYwXkSaS7NjGys1OZPx9ychodYd0yf+7HiPRI4rgGAjc1R2oCN6r90Xe8B6s1kq4S27ooVhuvrTugqdYAPDf3VGaMkewD1xXB+KLH9YbZbwi1cwzRgevegpzTtdevfVLsGxLBZDRw8RhtysNlWyrkJXMn3qatVrLAUZPRQPHEwFfmR5ra2XigLgIrCgJaJ84kbGKkJ/kfN+2TFCfnJBo4pwECoaX7oXMxRD+GD4exY1XS3MasWdXs369QWAhr14qLOU9f7tLSUkAQ6aFAJdIHhkqM2P3RjyLCRuMR4/VdoBMBY7VaHa+BqsYNFo2N4iJZtWxxknkHgM3cdVctixZ5fx9kgasaHcTL7KnutVohNRUHQSCrGr25WbwngkS3oSifYDBYaW0dBThVwUajk3x1JTtyc8PfHOjs7GTNmjU888wzbN26FYPBwOjRo/npT3/Ktddey8iRI0lLS+tx+w6DwUBGRgYnn3wyl112GT/72c944IEHKC4u5uSTTyYuLo7GxkY2bdrEv/71Lx5//HHeeustvvnmmy7WB+FAWprIhRg50tk09AerVezrHR2wfbtjCCbsMBo1UFZXXw2/+IXfkjHNzbBrF+Xl5X7regyqutjffqtR2R1xzJolOtDACOAnwEzX2594ApYv1/RQffuKid6gAzi7ibQ0kUObleXeGHRFe7vIi2hu1v/vqw2+oP/nZ82CZcscHyiqQcqx/v3Fdtf01DBAURTNTcBevYTgpq1NcIpq0GthIbzxRjJpadDa2upoYsj8uR+zdokUrAp8osHz98LHpCVwIYr90R1Brxohsa3LxgN1NLRq80a/6/yTuHicBvKgJ9FdX/SCqfCjd6X+P4nBB27+BP5fP0ADQa6q0iXzSp88NJNlWwJfOTS3SWzvEsWBowWZ2nxFpbUYOYGV0RK2jZwwmmD6HwOHH3/6f1KGHccQPqhBo6tWia8rrzwGPAfE8fjjDzJihKlLyKiiKFTY5VGDBnk1UNEEm81GZaWwegqJSFcUePllABIQmmELQkzhBh3Hu2tqamhvbyc+Pp6srOCPV54e9fX1qr0OzJ79HY8//i3l5UVce20Rb70VvsC3UOBNje5N/KcoTq9dz31KJrj71e/BYNiPzWYCLnDUZGYKH3vPYNFwkx02m40ffviBTz/91EGy5efnM2PGDLKzJb/esSMpKYnhw4czfPhwLr30Ug4cOMCuXbvYvXs3zc3N/PDDD/zwww8YDAZycnIYPnw4w4YNo3///mFpDOTnwz/+AWefLX73R6i7CoS12HmHigMHhHCsoKBA2x3++Ecx5lHnXUzRH+Djj6nrpq9zxKCqi6++2ndNN5TdEYWiiPEuhPq/S+qHzQZ33w0zZwZcvzf7j3Bj1CjROFfV0UVFTp/0sjLxmbR6tXtWil7wJJeDwqxZ4rVdvZrEl1+GykpaZ84U28KITz/9lPXr1zNlyhSmTZsWsD4+XmQudXR0AM68huZmSEwcQGLiBWRkCFGOOuEk62dlTJEeKWgNGk2WkHSxI6r90bW+/iD9VMBnO7SNOSXHm7jz/BPMFz0+JUaiRzOMJjjHv1rEDRKq0gekaQ+E02KD1SPoTuCoZK9/Zu+EwEXdqIs4Bk2CxACfj4kZ0n0GbTxQFzDcuuF4p7yTAABJGs6v1MDRGP4noJK455wjbCzuuw9APcdK59prTZx7bteLuMOHD9PZ2UliYiKZIbBJ9fX1tLW1YTKZ6N+/f+A7+EJJiWPuORU4BzjfW52O/uiqojM3N1ebWtQHPD3qDx4UhMWiRfDKK9XYbGAyZXHwoCChw6EGDBXqcygrE1ySqtR2hckkFOgqQQPyEQPqZAAIAmPlSoU+fT612+6eCTht4ZKSBAGrkuiRCBY9cuQIb7zxBkuWLKGhoYHU1FSuvvpqbrzxxqgh0T0RFxfHsGHDuOyyy7j33nu57bbbKCoqIjs7G5vNRkVFBStXruT5559nwYIFfPjhhxw4cMDNB14PjBjhrkoPxC+rL/cNN4TX3kUl0jVP/pSU+CTRAVKAXk1NWA8e5OhRSSfQXJTdXtENZXdE4fI55BNqUGoA+AqkDDdcVdD798Pkyc7w0XD6dOtCpAO8+y7Mn0/SW29BSQnH778fCgrCur+ozSiVGA8ETyIdxOdGbq6YRJg8eTIjR4503BaJCadgESPSI4UTIOgqqv3Ru/O6zviTtEStYrWx5GttJlG3nl0o3/vgimB80S9/Vtr3JgaNOOcBMGpMJJfQK33i4AxSemlTsKzb4zv0qEfR3cBRmaD12lFqebTUi/OKqA8bhRPiPCwGfeFJ4gqPzirmzAGjcQAWC2zbJoJGXVFm9+/Iz8/XxR89KysLUygEt9bgOR390VUiPT9EI+yUFCFiLChw96gvLrZRW1tDWhp8+GF/qce7VQV3YaGwulD9pFW4+k/n58v5PFybSqqlQW3tN0ycWAskAc5JBrPZaWGTny9skVasCJ8nektLCx988AEvvvgiBw8exGw2U1RUxJ133smYMWN63L5FLxgMBgYOHEhRURG33nor9957L5dddhnDhg3DbDbT0NDAxo0beeONN1iwYAGrV6/WzfpCtXgZMSKwxYvaKKqsFMfHcNm7tLe3OyZ2NBPpAY6FBoQqPaGtjWYZu3Lgpuz2ibvv9p0M21Nwee07gRJEuGuXM9533w34UKoi/dixbkys64S8PKFEd8XCheENu9SFSF++XEwyVFQ4pgFaQfyDXn112Mh0lRjv7NTmluCNSAf3Rq4nKirCn8cQDGJEeqRwNEBIhgqJx7mj2h9d6+tf9H8w6vLwriUEPPvFXo61B/ag6p1g4o7zJFajB+OLftYdMOaKsCwnhgjCaIKp92mvl0yVbjIauHq8NlPTz3ZUyemTHsWBo7Ut7Zrqvtgp17odKF0vGhT+0FonXQMj6sNG4YS21YkhOHgLGr3uuio+/RSs1iyfQaMqkR6KrQvgIIlCVtPa/dEB9gMN+GjX6RhQp74GeSGwCyp5W1wMb77pJNNnzYIDB+oxGDpJSjJz+ul9+PJLMf4tqzItL8+5L3kiK8tp+QJyBoy6NpVUf+DS0jF88skUxHyDOLabTM7/FfX5/Otf4SHRFUVhw4YNPPPMM3z99dfYbDbGjBnDnXfeSVFREXFxGkUZUYrU1FQmTJjA3Llz+eUvf0lxcTHjx4+nV69eNDQ0sHr1ap566ineeOMNtm7dqpnI8gXV4kUdMOnnIybHahXBi+rP4eKjS0tLsVqtZGRkkKb1H0bDMW4u8ODIkSFnO4QNgZTdNptmZXdE4fHarwTWIjI73PDvfwdsArhau+g9fREI5eXCzsUV8+Z19UzXEyET6YoCd92FfXzInUhXX78wNV98EePdqVfPBc4+28qmTYfYv3+/430vLxcN3hkz5CPTJTOGOkFhVWDL64HrUrKlG+d2RVT7o2t9/c/2M0rVw1CsNl5co60hcM1peXKr0d/+cfd80UddCdMfDd96YogsznkASp4UivNAkNAr/cLRA3ltfWnAusY2i5w+6Wrg6Jd/ClwrWeCo1s+X/3x7iP+7ZJR8x8EoVUVPHJzBwLReHG70f5Jfr7HR0SNQA0f92bxJbu0Wg/4YPhzGjYOtWwVB+Je/CGuXvLwsli6FuXPdFcQ2m81NkR4KCgoKaGtrC43QURR46SVAEBb/tG/+BeAma9HRH/3YsWPU19djMBjIDcEw1pW8nTsX/vpX10w0YevS2dmPlhZjWHxp9YLqs5+c3DUjMCtLKHfz88WXrAGj6mRAcbF4P846C44c6QUIz9u+fcXzKytzbzz17Rue59Pc3My//vUvquyM7cCBA5kxY0bIzSvNUBQxZvDFF1BaKhhjo1E82eZmQU4dPizq2tqEYXh1tUgkHDRIeJ6cf75uVkpxcXEOX/WLLrqInTt38s0333DgwAHHV0JCAmPGjOHUU08lJycnKKX+iBHieFhZ2XWywhtsNrj9dvEy6d0c6ratCzjDOg8dchKIHugF8LvfiVGKMIcwBgWtE0Za6yKFqVMd4QlmhFrXCrQjsjscqKkRTQDV48oLVGsXRVFoa2sjMVG7rWYoKC93eqQXFjo90tUGY7jsXVQivb09yHNoj+aLG5EO7s0XP697MFAbmsEQ6TabDYPB4DgXOHDAyoUXvsz8+fDHPz5ITU0vx/sB4tArUxM6RqRHAlr9uSfMl9a24n/CH13i1x+EGv14h7ZO4rRRA8K8mhCw/R3Y3o3xovgUuPqVsC1HJnRYrLyx/iAbDxzlcGMbcUboUGzEmwx0KDYGpvXijMK+3DBpMPHmKB4oUlXpWohcgHVPQdED0vx/ThycQVpiHI0aQn8/3X5YPiIdojZwdOLgDDKS46lr8X/CVtfSKWcTQ6vaWesUVYRgMhp4+JJR3L5oi9+6R1b8wPQxA+VrYIA4foy5GtY/7btmzFXSHGdiCD9UAvSLL9SgUQsgfHP//OcBjBjRNeiqtraW48ePExcXF1pAKHDSSSdxUqh2KyUlDm+Favum3niQ6BAWf/T+/fuTkBB8HoV7qCXMmeN6azUGA9x/f3/pSfQZMwTxaLGApyj46FGIjxcEdH6+nGp0z8DX2bM7KC+PQ42rNZnE2hcuhMsvF+9VOH3Rm5qaeOONNzh69CjJycmcf/75nHLKKSF58WtCRwc884wYj9iyRRuT7A3r1okX0miEYcPgppuEWtROIIWKuLg4xo4dy9ixY2loaOC7777j22+/pb6+ns2bN7N582YyMzM59dRTGTduHCnd8BFKS4M33oALL3QPFvUFi0VYkoeD4AqKSNcS1qlCY/BlxKH1c0XHCSNdYDLB9dfDU09hQDQsjgNtiOwONwRoApjNZhISEmhvb6elpSUiRHpFhTuJrpLmrp9RRUXinEDvz6SQFeker+dAYDYiE8BfnR4IVpFutVpRFAWz2exyLmBm/34zr79uYcaMNm6/vZfb+yHbuUAUMzFRBK3Ksr5DwruOEPA/4Y8u8euvWG28tu6Aptr0xDj5mhkqrAq8e0f37nMC+qIrVhslu2u4+81vuOq5dVyyYA2nP/IJw379EY9++AOf/VDN95VNfFPRxPbDzY7vn++s4dEPdzLs1x9xyu8/4eKnvuTHr2/k5TX76LAEecLfU+iOV7rSBgfXhnc93YDJaOCCkdqC4ZZtqZDT3iVKA0dNRgNXnKLNBkFKv25VFR0Im1+X6nUH6JMcmAQ43Ngmb+CoVYHvl/mv+f5t6V73GMID70GjNQgNXRLz5vX2GjSqqtFzcnJC8zXXCy4XxiqR7vXTSUd/dD1sXUC8BwaD4Bw9fZmNRqFIf/rp/mEdqQ8Vhw4JEr2sTHwHQTovX+58TlarUKLLqkZXn4M6GXDlle8DrwHi+klRxHuVlub0gg+XL3pTUxOvv/46R48eJT09nVtuuYXx48eHj0Tv6IAnn4ShQyEhQYQ8fv118CS6K6xWcXB54AHx2GedBStX6mqvkJ6ezjnnnMPPf/5z5s+fz8knn0xcXBy1tbV89tln/O1vf2PRokX88MMPKBr/bk6OEBar8Bc8ajKJSQU9Xi5XHD9+nCN2Jr+goKB7d541SyjOfcACLAGeLS+n44svgl1i+KCq6v1NFPTtq9uEka6YOdPxo9pi9aqx1tAEcLV3iQRSUsT0WUGBmM5RP95cA0jT0vTf10EHIt3j9UwBRgNdDs9haL4ES6R73kd9nTMyetHQADNmtEUk6DUUxIj0SOAE8OWMan/0pMzANd2p6wFsPFBHgwb1K8CNkwvka2aoOFACHd0w0zuBfNFV8nzOC+s46f8+ZN6rG3nn20o2lzWw/XAzNS2Bve9d0dBqYceRY27k+vlPrqJkV42cxK0nuuuVvvEf4VtLEJg8VNvxorlNkZNYjOLA0Qs0TtxIZzMGYr8fPz9wXXOldK971AeOaplOazok3eseQ3jgLWi0oCCJRx45D5PpDBTF4DVotLRU2HqFajFRV1dHZWUlFn+pflrg4o++1/7d66WyjhfQegSNqo2MyZOFEt3zZcjMvJj4+BuorBxNUZF/y+CeQmMj3Hyz0+YExPennhJiV/U5qbfLqEYvKxMiUhCk+P79FTzzzDagHFen/RdfFNxeXp5QZK5apT+J3tjYyOuvv05dXR3p6enMnz+f9PR0ff+IKx54ABITBXm+LwJTYBs2wLRp4m/Ony9IfJ1gMBgoKCjgyiuv5P777+fyyy8nLy8Pq9XK7t27eeutt/jrX//Kp59+Sk1Njd/HUoNHx40T1kT+iENFEcfIyy/X17/44MGDgJh6UW0+uoUhvsVxZqAUqAVqdu4MZnnhhaqq9+cNfvSoptDOiMOlCeCVSDcYxEFEQxNAfd8jFTialgZvvQUZGcLiyrWBq2Zg1NfDNdfo79UdMpE+daporvhDmJovqampDB8+XPPkiNFoxGz/wPQk3/Py4IYb1Gs3seeEO+g1FMSI9Ejg+NHANZL7ckatPzr47+gGU9cD0EpMJMdLHjK66g/aa08QX3TFauOvn+xk2EOCPN94sIFwacf31Rxn3msbOemhD7n3rW/kV6mf8wAYNTqM7f5IKqXogDTtY4ZapnkijigOHJ0wqA+BeoVGg6iTElqnnyR73aM+cDRK/eljCA+8BY3+9a9pvPba2SjKOQGDRkP1R9+8eTMvvfQSH3/8cfAPoijw8ssANAMqJTTOs05Hf/TOzk4O21XwoSjS1UZGWZmwkPBUvVZXJ5GZOZj8/HQ3j3qZoD6Hykrh4qHuM7NmOYM4s7Pl9UZvbIQrr4Rt28R6OzttGI2f2Pm7kwFn0/rmm53EUm6u/g2BhoYGB4nep08fbrzxxvCQ6B0dwox/6FD4y1/CIy8NhM5O4Z+SkAD33qv7wyckJDB+/Hhuvvlm7rjjDqZMmUJKSgotLS2sX7+ev//977z66qt8++23PlWk+fni+GgyBX6JLBYhvLc7TOmCoGxdXBHAl0ad2qk5oG3aO+KYOTMwMRqm8MiQ4NIE8Eqk22yi06hhmivSinQQx/GGBvfQZRDfi4vh4EFxzNc7YDdkIt0LfgA24yXsVWdkZWVRXFzMhRdeqPk+vgJHN26EhQvVawjxWsybJ7bLFjQKMSI9/LAq8ImGkLwLH5PWviKq/dEBdmu8SGnx36HvSWQma/Og/PHUwfKq0be/AxWbtNWaekW9L7pKoA/9vw95etU+lAiKxK02WP5NJcN+/RGPfLAjcn+4uzCaYPjF2mqtnVLZu0wcnEFKL21NgLpjEgYwqoGjWiBZ4Ojm0noCDV1YbaJOSkTplNrEwRmkJ/m3Y+qTJLG1WJS+7jGED2rQqCsBqo4Sr10rvruSuI2NjTQ0NIQcsgk4yOiQfNZdAsa+QZjS5ANd9mAd/dEPHz6Moij07t07JKJT9UTNzxfcpsXitD9RYTbD0qXw8cfyKbnB+RwKC8Vz8OS9srOFCHndOjmfw6FDUFsrXnuTCQ4f/gGrtRyIA84DnPmaZWWEbTJAJdHr6+vp06cP8+fPJ03vF0tRhJQ0IUH4OEVCga4Ff/sbnHZa2B4+MzOTadOmcc8991BcXMzw4cMxGo2UlZXxzjvv8OSTT/LBBx9QWVmJzYsCulajC6A/8XQwCJlIr/M/CaoS6dWyBXaqKCkRqnN/UMMjJYVfaxcNUBXpkSTSXY/pKpm+fn1X7/RweaS3t7d7/T8MCC/7y7vA+0CTuuHoUWn2F08ivbERzj1XTKjV1vYiPR1ef73N8T5Mnixul41MjxHp4YbWoMtkyQLRXBDV/uhWBbYu0VYr8cXzpoParCEmDpZ0P7Iq8M7PtNdPvlvaxlIgdFis3LfkGweB3tMmK6+sPcBZj30urzr9tJu11x74Mnzr6CZMRgOzTtUmL0tP0idgSndoDRzV+wopRES9xUjeGWAIcPplMIm6KINce4oHtPjTSz4dGIP+WLhQkLVi790J1PHPf9rIyYH333cnQFU1+sCBA0MK2bTZbA4iPTs7wD7pDy4kkNoy90rJhckf3RDiJKfn3SsrxVd29kH69fuMsrK9FBfrr/7TE6qva34+VHkMs6gq+3AouENFY6NwF1EUsXbhn/2Z/dbJqPGAWVnw9ttdm0p6obm5mddff52GhgYyMjK48cYb9SfRly2DpCRYovF60AOdQD1QBmwH/gt8ilB8qrABK4EtwEEEeaX583DzZhFKGkZ1sdFoZPjw4RQXF3PPPfdw/vnnk5GRQXt7O19//TUvvfQSL774Ihs2bOD4cecUek8Mazc0NFBbW+uwqwkHHET6cW0T9xGHVnm/nmMAekBRRLAucAFwGzDS9XaDQbOSXlWkR8raRYWrJ7pK4obbq1s9n7DZbLS3B9F68NIQUuemWwPU6QVrN6Z7PIn03bvFZJTFAkZjAlddBSNGtLnlp2zbJupkgsaZ+hiCxgkwShzV/uil67WF6iVlSnvxrFhtvFSyX1NtrYzKV4C3fwydGj8ITQlQ9EB41xMGKFYbP1+8mRXb5PtfPtzUzrBff8TNUwbz8KWjeno57hg8FUzxoGgYPjv43/CvpxvIz0jSVNdwPNyDdUFCa+Co1roIIbO3NgJLa13EUf4V2AKccNoUUTdYnjCpjQfqaDjuP6uj4XgnGw/UcdYQCZu6RhOMuRrWP+27ZsxVUdvEjaF7UD26Kx1alxbgTcBAcfFDGAxmsrMFka7ikJ20CDVks76+ntbWVkwmE/37awuu9goXf/SbESSf1094Hf3R1QZAqIp8EKRsdra4SK500Rz96lcH2bdvHYsXt9K//1ApbV0aGwXBr74Mnh7vAwc6VdwyBqUdOgRbt0J7u1Cc9+u3m5qaeqA34LweOnxYBJAuXiwmOPTmuD/66CMHiT5//nxSU1P1/QP33y/CRAOgFdGM6gMU2rc1AC/iQUS5YAJOkrAZ8NR6xtkfL8Ned7J9u83+5dZO37MHevUSL/TVVwdcbyhISUlh6tSpTJkyhdLSUrZs2cKOHTs4cuQIH3/8MZ999hnDhg1j6NBTGTZsKDt2GAPynpmZoMdb19rayuLFiwFxnFWVut1GAFuUdPv3Jn9Jqj2JAD723a6LFFympLzOstpsTiV9UZHfhwqH3YlW5OWJJvvkyc5t4fTqNpvNmEwmFEWho6Oj+/u9l894rxMBYQgbbW1t5cknn8RisfCb3/xGUzB0XJyYbu3sFNcUw4aJ6cCtW8FiOYWPPsrm0ktzuO8+p/XeuHGiTibEFOnhxgkwShzV/ui7PtRWN26OtBfPz36xl+Md2lQKUr4H29+B7cu110+9T9r3whc+3FrJ8F9/KCWJ7opX1h7g0mfkGOtywGiC7Anaais2SuWTrlVpLq0iXatli2TWLpplXrLKo6O0wR71kwBWBb5f5r/m+7elOsbEED40NwvytqxMfGVn13PTTZCenkp5uZmyMnG7qxr6iN13NyQ7FpyE/MCBAzEFa7miKPDSS45f44BT8KKQ0tEfHaDW7vUQSgOgsVFwLWlp8I9/dPVHf+QR8aI/80yqlJYoahPmnHOEd+uUKe6NABBT9Lm5TnsA2cJSU1OF2hxUixfVYf9kQJyzmEyi0bF/P2GZDNizZw87duzAaDQyZ84c/Un0++4LSKIfRyjJn0LYIGx3uS0RJ4kehyDEBwFjgLOAoR6PNdG+LQNBsHQC1Yg5l2qXumPAH4Dngc8RSncrCMZo9mwRghoBqIrvWbNmcd9993HxxReTnZ2Noij88MMPvP/+Ii677K/k5PwHk2Gj/Vl0PbEy086nD3wWst1FW1sbCxcupKqqit69ezNz5szgHyzLP6+i9r3i+kiapdNP43m31rpIQaviWUOdanGihZjVG+XlwpvbFfPmuQeQ6g31+QY16aWGvLpAfdUc/7EaQ16DQXdD09XnqD7ntDT44gthg1ZYeBKVlZO58spcxyTAunXidtnOBSRtw51AUAPdWv14tSZmSK2Gjlp/9O7Yumj1aY4wFKuN19ZpC0JJT5TQm9aqwIr7tNfHp8DZ94dvPWHAIx98zytrS3t6GZrx/aEmpvzpc9Y+OK2nl+JEwSQo16A2t1mET3rhOeFfkwbUtWhTmmutizi0WrZIZu1S26Jt8kZrXcQRpQ32qA8b1WK113RI1Ek0CRBDZGC1Cgs9o9H7eZTNZnMQ6QMGDPBaoxUqkZ4TSvpkSYm2sX4d/dGtVitH7T6smZmZQT2GSkJXV8OiRULtXFYmLpafeALmzIHq6mZeew2mTUuR7sIZnCGj+/fDVVeJn8Hp715ZKTzTrVZhmyJbWKrqM7t2rWgClJWBzXY5MBpwvq+KIpoc4XgOnZ2drFixAoAzzzwz5P8pNyiKYP6FZ5NXtCAsWjbiDOPLAlxbZAnAz4AU+8/+6K1UwPVKUgEagTr7l+vj1iGI8yr711ogCTgJGA4M+ctfSDj9dEGqRwiJiYlMnDiRiRMnUlVVxbfffsvWrVs5fPgYjY3foti+w4AVG0lAnv0rH8jBhomW3/wZ7jhP87GmpaWF6upqqqqqqK6udnx1dHSQlJTEj370I/oGCtv0hwDHVgNClZ4im+myCq2fDbIlGLs0WDch1NCjEZMZvup8QbUKiTSRXl7u7om+cKEg0dWmaLgmjNTnGxSRbjKJY95f/uLYpD6KY/712mt1OxcIF7KzvU8ChOKAF07EiPSIQDLf8G4gqv3RTwBbl40H6mho9T9Kr+LGyQXR+x6ouPzZqFKj3/TaV3yxSy7bCy2oaGiXi0wvOBtKAo/eAsInXRIivV6jZcvm0jpucQwLS4SW6sA13amLEKKe0FU90v3Zu0joka6Gjfqzd5E6bDRKJwFiCA9UWxEVZWX1vPoqQB/y88W27Gz3oNG2tjZMJhP9QlQBVtjlySER6S6KvmUIUmgSgpBzg47+6I2NjVgsFsxmc9A+1q4k9JQpQoRbWOgk1YVHahONjfCTn6Tw3//qH+wWKtRAOpWEBiGANZvF7+r+o/78yivyKOlcGxmrV8Ozz8LllwOYAPe5edfno/dzWLNmDQ0NDaSlpVEUwOKhW3jrLcF6dfr+nFoLrMFJoA8EzkGQ2J5XUY7/9BEjYMIEQVw2NwuBweHDgrRvaxPeJtXVsHMnVFZiQijTvX0a5gP3IJTou4E9CGX8d/avS4DTr70WZs3CZjSGnEXQXWRlZTF9+nSmTZvGtm0Hef+tH2hurMJKFdBmX7FqK2VEYSCXNP2It/62iNNvu4IUl45LZ2cnNTU1DsJc/e7L9zolJYXrrrsuNMsrEMrbnByfzcZh9i9WrRLvoWwE49Spwp7GX+Bo375hUxjrga+AWiAXL0S6BvQEkV5RAWefDQcPunuir17tJNfPPlv0sfX8XHINGA3q+SqKsIVygXrUcDzym2/CH/8oxb7uqUh3tdqzWhsRczspQCrFxeI+qtWeLJ+lECPSw4/S9dAaICiytU5aBVRU+6NrvRiW2Nblsx1HNNUlx5u44zz9LpZ0w84V2mtHz4IxV4RtKXpCsdqY9uQqDhz15ZwYOkwGyM9IJCneTEt7Jwfr9LVLqGho55IFq1lxV5GujxsUuuOT3hDGubpuQmvfqmRPLYrVJl+jq0Wjt6LWughhwqA+GA1g9SOUNxpEnZSIUo90LZBrdsEDUToJEEP48MorwuKirAwmT1YnR/uwYIHw4szJcV60VdmTJDMzM4O3Y7HjggsuoLy8nEGDBgX/IHZ7mWbge8RFs9ejhY6eqDV2P96+ffsGTW7k5sJ778FFFwnln9kslOhz5wqSIj8fpk9vZulS6N8/VSoltyvy8uDDDwW32t7uDBpVyRcQxEv//nKJRpub4cgRQRRNmSKU8+LI7Tw/MRphwABBapjNgq/T8zlUV1ezbt06AC666CJH8FzImDlT7FwBYESQ6AOBIgSh2uXszGiE8eOFivPOO6E7a+zogB//WHSHvJiLG4A0YKz9SwHKgV0IYn0YiHGGUaP4+l//4uuvv2bYsGEMHz6cnJyciBHrJpOJU04Zwr8u+Jipb/wYK3HAEftqy+zfm4BD1GHh7cWbWHNsH3369CEzM5OjR49SX1/vRhK6ok+fPmRlZdG/f3/H94yMjJCPr/bFi2mc3/3Of93Ro+If9vzzQ/+bMTjHcxDNIfDS3PWo84WeINKtVqitFce9RYucyvO8PPH7lCni9m7kamqC6/9IUP/fLt70KtRXzbFUjd70kYAnke5qtQfrSU39ij/84WyeeOI8R7NarYsR6f9LiHIFVFT7ox/dp61OYluXd74NMIZux61nF8pH0lkV2Py6tlpzIlz1j7AuRy98uLWSn7/5DRadPkSNBshJ60VmSjyJcWbG5aUxdWh/zhzS1+09Vaw21u+tZdnmCn440kh1YxsNbaF5+W4/3MIjH3zPw5eOCfVphAbVJ12TvYvOZy8h4KzCTJ5dFfg409KhyBnAGKUe6ZtL6/2S6CBI9s2l9fK95hC15wVRHzY6aBKkZvu3d0nNkXZCLQb94GkvIrxQVSI9g9mzYexYIVZUoZetC8CgQYNCI9EBJk0Ck4kKO1HXH2e4mAMmk6jTCao/erC2LiBe+x//GAwGQapXVMCsWeK2/Hyw2RQ+/LCFuXPhoYfktHZRg0ZHjxa87fTpztuefFI0Z9LS4MsvxUSDTM8hJQX69BGvuyAomoBXEZTueYABq1UIrvPzhdD6P//R7znYbDZWrFiB1Wpl+PDhjBgxQp8H9kGiHwPWIbzN1b90GsLA5iQ8CPRx4+Dii2HaNEE2BUvoxsfDP/8Jr70mSNqHHoKvvvJZbgIK7F/TXW/YvZvdr79OVb9+VFVVUVJSQu/evRk5ciSnnXYaWQF8wPVCSs1B+09GIJt8OljMPVzLvymnD1COgX1ktn+FwWCgvr6e+nqnpW1ycrIbWZ6VlUW/fv30a6D4glbfZhmJ9JIS/2p0ELdLQow6YJ8ksOHMF0j0U+cPPeGRbjSKY97Bg6K5qyrSy8udE1OZmaJOT4RMpHvxnC9CNDNyAtT1BPw/R3GbVe9uRRgQI9LDjShWQEW9P/qW1wPXpWRLe9G88UCdJm/l3gmSqtHXPAEWjYrt8TdIOxXgij9+uIMX12jzrA+EIf2S+N2lY5h0UqamJojJaGDqsH5MHeYkNTssVl5fd4C/r95LY2v3gj5UvLK2lF/OGEW8uYezp9NyhLglinDmkL4kxZs0hQFrsciKOKL08ynqQy9jr3vPwGiCMVfD+qd914y5Kio+i2IIDd7sRTIy6pg2Dd5+uw8WC2zbBrt2wcSJ4j56Eum6YP16UBTHx6ZXy1ZFEXU6ES16EOnqay8CXt1vs1igsvIY6emQmGhi4ECvWsYehWcT5qc/db/dtQkjmyUNiNe/sdGVY/weaADKMJkMDgH14cNChb5wodOqRg989913lJaWEhcXx0UXXaTPg775ZhcSvRlBoH+NCJbch9O6JR4PE5teveDf/3Z2dPSCySQI2vPPh2XLhLrdi0LdH6588UX2btrErr172bt3L8eOHWPTpk1s2rSJgoIC5s2bp4+C2y9sGO3zZvkcZC1TyaOCdZzNFEooYyxmTuKaQWsZ8uCDVFRUUF9fT0ZGBllZWSQnyze1vgYxAXA6IqRZOugY2tkTaMM5oRjsUbwnFOm5ubBmjdPGpajI3SNdnTjS+9juShoHRaR7mTzzaiiq44SaHlAbCK5We62tBmpq4O677cccL1Z7sqCHmZP/ARwP0E0EaRVQUe+PHihUDGDCfGkvmo80aiOhZ0/Ile/1tyqwfoH2+pGXhm8tOuHDrYd1IdHPHJzB7j9cxMr7zmXq8H4hvXfxZiO3njOE7347nWevPSXoNIZ5/9gQ9Br+l2EyGrhojDZSpbZZwuDLKA0bzezdRXcZUl3EoXqk+4OEHulR701vVeD7Zf5rvn9b1MVwQiM3V9iJms2CUDSZbDz88HRKSs5FUfo6thcXO6elVWuXUIn0bdu28f3339PS0hLak7ATKOowt8/reh2JFj2IdNVfPD9fjHK7orIS8vJSKCm5m3vvvTni3tBa4NmEUcmV5cud+5PahJERKSli33cSQVvt38eiKGK7SmjU6hwBdPz4cT799FMAioqKSE9PD/1Bly7FYaILdAKfAAuADQgSPRe40Nf9r74ajh3Tn0T39nfa27udWZCkKIyrqWH27Nk88MADXH/99YwaNQqj0YjZbHYj0dvbw3OemZPcyFi2upHoAHlUsJap5HOQsWwlJ7mRhIQEhgwZwmmnnUZhYWHPkuh+GohHgUPY7UdkUnSr0Ep4SkaMqpYtqp9BAmLiwledP/RU2GhqqjhGFhaK4/vkyc7j/OLF4na9EbJHuuqp7w9h8tQ3mUwMHTqUoUOHar6Pp7VLWprwP1+3Dn71K3d398WLxXbZ/NEhRqSHF1YFPvlV4LoLH5OSzP2f8EfvOyS86wgBWtToALl95FPscKAEOjReJEoc9qpCsdr4+eItIT3GVeNz2P2Hi3jztrPCov6+9JQc9j52MePzuv8J/9XBejr08qr5H0NWqjbSUGswaUQRpWGjmo245eL/neiOR7pEUMNG/UHqsFEtDfamQ6IuhhMew4cLJwezGRTFwD33jOXw4XMoLExg7Vpx0dy/vyAerVYrDQ0NgPAHDwVr1qxh2bJlHPIRgqcZe/agAOoe7VWRDroSLSqRHmrYqj8YDEbS0tLJ9pSrS4LcXHjpJSdprnq833+/83fPJowsUNX0xcXw+OMA1QjPaxMwGoD0dPj0U9HoGDtWX2/0zz//nOPHj9O/f3/OPPPM0B9w+XKYM8fxazuwCPgvgkDPA+YBNwND8bBx6dULliwRRHykwvdMJti9W3ivdwevvWa/uyCs5syZw9133810F0+hpqYmnnjiCd5++23Kysp8+pIHg7QhmXzOBaxjioNEVyGU6VP4nAtIGxJ8gy0smDpVeEh5gdpySFDrZEMPEqMhwf5549cf3aXOH3qCSHc9Rj7xhPttTzwhts+YIer0RMjWLl5QBmxHzBuFE/Hx8Vx//fVcf/31mt8rTyJdRWUlPP64+hjitnnzujbdZUGMSA8ntKqikyX0EiXK1WdJGj/Mtdb1ACoatCnSM2RUXW5+VXvtxU9K2UhyxdXPrcUS5DnpxWMGsO+xi3lyzilht08xGQ0s/9lUnp5zSrfv++ra/fov6H8AWs93JBTWRW3YaG2LNtWV1rqII0o90rVA1t4FcEK/7jF0D6rH9RdfCB7NFU8+CSNGCH9rVQHV0tKC1WrFYDDQu3fvoP9uW1ubg4zOCYWhVBR4+WUOIwjDJMBr+yo3Vzei5fjx4xw/LuiRUJoJFRVCAOrN2iU7W2wvKpKPhFbR2AgPPig8clXSfNYsZ1Bq//6QkCA4LtnG0A8dEoTE/v3wox8BbLPfMhTVyVhD88kAAQAASURBVHjnTmhpEQrAzz/XTwFYWlrKli1CkHLZZZeFbkeiKHDddW6b9gAHEOToXOAmYAhegkRVFfrs2aGtIVhs3gzdUG+ycmWXTampqW4Nrd27d9PZ2cm2bdt49dVXefHFF9myZQudnf5zTTQhI4M0msjFe/Mvl0Ok0QQZkjXRS0p8TlS6EeklJZFa0YkPe3aHXyJdY3ZHTxDprhNHLj06QPy+f7+4vblZ378bsrWLF0/9NcBS4KC6QfXUlwCez7GxEc47T6j/jxwxkJ4OTz5pc5sKOO88/RsYoSJGpIcTUX7RNmFQHwK5ThgNok46RDW7JRTQS7/WdhUxQKMiNmKwKrC360mfV+SeDmOuCOtyQsVNr23km4qmbt/PBDw3dzzPXT8h4tY7l4/P4dlrT+3WfV74UmM4b7gQpSrj9ET/Ct3u1kUUURo2GvXWLlHqkd6dsFEpEaWvewz6QlWcnXOOIA3vuw+EKncP0MTs2XDuue4hkU1N4hwgJSUlpIv6yspKbDYb6enpoVkelJRARQXHEPRnLl7IQoBbbtFNbas2ANLT04mLC/7zLCVFkM35+YKIdoXZDAMGbCch4XPq60tDWW7YcOiQIFI6OroKRtvbBVGdlQWvvy7XGHpjI9xwg1ijaADYcBLp4xx1qpoe9Fu/oiisWLECgAkTJpCX53N+QjvOPhva3CenxyDCOn+E8ED3+j9x332RVaH7ws6d2mtragJ6q5922mncdtttjB8/HrPZzJEjR3jvvff461//yieffOJoggUFl+BQXeoihdWrfd7kRqT7qesxdCdsVCbYszsKgNsAr8atanZHAPSUR/qiRe4TRy+84P77okX6e6SHbO3ixcLNXdftu64noT7v3bth61bxGhuNBq66CkaOtLm9F1u3ijqZECPSw4kov2jbXFqPNQBpZbWJOumw+2NtdZIpLVU8+8VejrUHDo/MSJZwjL50PXQc01Z73sPhXUuI+PEbm/hiV/f3kcF9E9n92MVcPK7nvOsuPSWbizX6dwM0tFp61t4lStXRGcnayFqtdRFFtH5GRWnTxYFBkyAxwHE7MUM6y6uoDxsdNAlSA9hFSJpZE4N+8OZxPWDAFubM+TdG40avHtfNdvlZSogSY9XOJSQ1OjguhkcADwA+3Z276cfsD3r4o6t49FHxvaxMWOisWye+l5VBZ+duiorW0tQknyS9sRFuvln8nJ0NVR46qKoqiI+HDz+EUaMivz5/OHRI7NfONZchhv4TcI3eNJmEvYueavr//ve/VFdXk5SUxLRp00J/wCVLHERcM+A6v3sW4PW/y2QS9/P0a+gpmEzCO0crPvssYMnAgQO5/PLLue+++7jwwgvp06cPra2tbN68OTQyslRjU0trXaRg9X1N40ak+6nrMURr2Kh9PQnAQPuXvzp/6AkivaJCZAK72nT95Cfuv197rf4TUyFbMXmxylEbidYAdaGira2Nxx57jMceewxFY5iyp7XLsGHicGg2g9VawIcfnkNT01DmznW+9mPHijqZECPSw4koDhqFKL5otiqwdYm2WtkIIoQa/bV12kItrzwlR76g0Z0rtNWZk6BgSnjXEgLe/66Sz3/ovjf0ecP7seoX50nxvjwzt3s+jD1q72LRZmWkuS5CaNDofa61LqKI0rDRqLd2AeRl+X0jqu3eQFiIjbnaf82Yq6S3GoshNHgGjZrNcM019Xz6KVitfbx6XKuK9NQQU8Z0I9JdLoYNgM//uDD4o4di69LYKNT+06c7SfTVq8WUv6o8O3q0mUWLoKUleAudcKG5GY4cEWv3lZWnKMIaRUaoPRCLBSAZOA0YD4gJA5EXAHV1+lkXWCwWSuyq2enTp5OYmBjaA3pYurwD/BsnMeoVcXFw/HjPWbn4gjCq14a//EVzaWJiIpMmTeLOO+9k7ty5XHDBBfTq5TxKrF692hGerAlReq6IjxwKK6D+iyaAfJY0IMZ29KyLFHRct0UcqCJKpFutImTZbIbnnnO/7bnnxPbaWv17L65Ng6CsXaZOFSc3Lvd1i+w0GCAvLyye+jabjY6ODjo6gr/OTUuDVavUpnohhw+fy7XXnuQIeV23Ttwu05QXxIj08CHKg0Yhii+aS9fDcQ1R85KGXG48UEdDqzZPu2mjtCuOIwKrAt/+W1vt6Cul3fcVq4273/qm2/e7cXIBr944MQwrCg4mo4HT8rV/6ry9pQcVYGaNF1da6yKEsjptV8zpSfFhXkkQiNKw0aj9bFJRuh5aA0xytdZJF3oZ9WGjVgW+X+a/5vu3RV0MJzRcg0YtFliwoIWGBsjN7d0laBSgtVU0cEMlAVUiPTfUuXAvF81uCMNFs6rKTwvhSra5Wbg/uI7I5+VBeTkO5ZnR2EZiIvTtK9dnPYj9QXXksVi8u4MoClxzjVwe76qS3mRy7a1kIowXnIGV//yn2PcHDNBPkV5aWkp7ezu9e/dm3Lhxge8QCGefrXYC2Gf/OoyTGPWKN98UowKy4YILtNe6jshohNFoZNiwYZx++umObfv372f16tW88MIL/Oc//3GEKPtFNNqlKgq8957Xm1oQe3+i/TsDJLuWPgHwGSL0N5SeYqPdEDvUBnZ3YDSKhqPFArff7n7b7beL7ZmZok5PqNZLrg2vbsFkggULxM/2/0OVSXKctT/1VFgsrdSGh8Fg0Nz0UJXrrlkZaWkwcSIsXOheu3Ch2C4biQ7dINIrZY1LlRVRHjQKUN8SuLM0MK2XfBfNWj3nx82Rksg90qhNcZvWyyzfa1+6Hto1+okPKQrrUkLBgs92o3Sz23zj5EH89rLR4VlQCLjr/OGaaw839uB0SbLGcXGtdRGAYrWx/BvvihdPSKlIj1I7najO74Coz0/xB8n0aO7Qcl7WdEi6BkYgxM7Pg8PCha5Bo+Ii9plnksnJgfffdwaNghhdhtCI9KamJpqbmzEajQwIlbgxmTj++OP83Wbjn3j836lkls4XzXrY26SkwFtvQUGBICTmzhUOHUVFwmKnoADuuaedG26AzEz57NCam93V5t6m2M1mIXCVKWjUVUlvMPgmgR58UExruO77oWK33dR22LBhwSktXfHWWw5LFxuCrAM4HR9huyDsXGb5ND/qWXRHwWkJbPepBenp6YwePRqbzcZ3333HM888w0cffUSLrGMUwaKkxKdnewrwY+AeRJ4VoU4IhQO+Rl6CrYsUqqvpQJDon+Akc73VBUJdncjbyYjgxEBurui7+fNIf/NN/T3SVSI9pOyUWbNg2TLH/qweXeIHDBDbw3QcVJXo8fHxmo/xagiya95KYyNs3Ahz5zYA1aimXfPmie2yBY1CN4j00aNHs2jRonCu5cRClF8oK1Ybj6zYEbDu4UtGSmFh4YYkjUTbSdMD1/QA6jQ0MAAuGJUl32uv1dYFIKXn/MP9QbHaeGbV3m7d5/wR/fjtZWPCtKLQcGo3yMROSw8qMaNQ8bLxQB3Nbdpes4xkCdVQURo2GtX5HRC13vRRHzYa5edlvhA7P+8e1LDRiy6Cu+5St4qL2DvuSGLyZKcPtgqVSA9aLYYgoO+55x7mzp1LvA7q2ObWVmoSEzmCR6hiRkZYLppDJdLV1724WBARhYWCPJ88WXw3m6FPH0hPb6dXr9Be63BBbQT4I1H69xfKbpnUcykp4rU1m0UYqtV6HKjAleaKixNEe3GxfrYuNpvNjUgPCYoCN93k+HUbIiI4ATjb130WLZLPzsUV3WHjBg/W5U9mZGQwe/Zsbr31VoYMGYKiKHz11VcsWLCA1atXOwguN5SVaXtwmaxdfNi6uCIexPEyDHYXIUOrLVcYPK9DQv/+lCPsc9KAdD91/tDZ2elQpEeSSK+owM2X25tH+ty5+k8cqY2spKSk0B5o1iw4eBBWraLjxhvhhhtIWLMmrM1Eb6R4IKgqdrM9cVy1fZs8GUpLV5Oe/hzPPbfZ7Tzh3HPlI9M1E+mPPvoot912G7Nnz3Z0iGLwgyi9UFax8UCdJnVqHxkD9KKQkHNFRm9tr+nkk+Qit7pl65KQKqWtDsCcF9Z3S1V53vBMXpkvj52LJ2775ybNtam9zGFcyYmHI03aFfwD0uQbU4/Wz6moze9QkXcGGAKcfhlMok4iRP3rHqX7eyDEzs+7h+ZmQSaWlYmvvLxObrqpg9RUOHQoibIycbsrmagHkW4wGEhLS2Po0KGhPgVYvpxjN98Mra10cRI/qiGfKQgcOyZC5IMl0l1DXufO7Zr5aLGIi+RG+7VHQoJc1xdqI2D2bPDGNYIgoysr4fLL5bJ2aW4W63eKmvcA/wD+5aixWkWAqqulUaiora2lvr4es9lMYWFhaA+2erXwOQcswBf2zVMBr9TTpEmiKyAjOjpgxAhhRq8VOhNh2dnZzJs3jx/96EdkZ2fT0dHB1q1bu1ozKIqQg2pBBL2sA8KHB3w74HaGcumlYbG7CBlTp0KgPIq+faVsAqiRswUhPIZqOZSQkBA6udwNpKSI3kp+vhhmccWSJWJ7OCaOVEW6Ls/VZIKiIs5/8EEuu/NO+oXZushVka4VnuT77t0iDFvYu3Vy1VUwfnycIztFDYG392WlgeYj3u23387WrVs5evQoo0aN4v333w/nuqIfgyZBYgAlaGKGtGRiVF8wR6ldgYr+Gol0rXURQ3dsXU6eK6WtzvvfVbK5rEFz/dB+ybx6o1xklyuOtVlYt1/7ifp5o3qQQGrQZpEiE+qOaQuzTJXRhgmiNkAqU+OxT2tdxFH+FdgCeEfZFFEnEaLem37QJEjN9l8jcQC8L8TOz0ODzSYuYA0GE/bouS7QyyNdFygK3HUXKs/f5XreYIC77/buOxIkOjo6aG8Xn3e9ewcXApqbK7hQVWE2Z4777WYzLFyokJws2F7ZiHRXexRfOY3hIKP1gBqw6+QLy+3fncdDdXd55RX91PS77L7egwcPDn0K44svHD9uAhqAVMDrGbjZDGvWhPb39IaiwEcfCSYuIaH7nufO8RldUVhYyC233MKcOXO46KKLHJ7FiqKwfft2rF98od2CZtCgsKwxKPhoKG4DHgc+Vjfo7dHxv47qageR7ndvCGDtctT+/vXt2zd0S6huwmAQ/6533+2+Xf1YDcdydLF28cCwYcOYMGFCSHZsWhCMIt3zPsOGOXNrrNYO3n4bfvgh3m06YNw4UScTuiU/HDx4MF988QXPPvsss2bNYuTIkQ5JvootW7bousDohpyKZy2I6gvmo/u01UmqOtt0UCPxKdvu1XxYe+3IS8O3jiChWG3cu+Tbbt3nw7t8DpT2CBSrjTU/VPP4pz+ws6ql237Fv7tsbFjWFRBWBQ5pVc7Ls+NrDRC98tQc+WyYIGrDRjXv2HLx/05EqcWIGjbqz95F6rBRownGXA3rn/ZdM+YqKZu8gRA7P9eOlBRBdqooK+vFq69eAXSSny+O09nZ7kRoqIp0m83GsmXLyMrK4swzzwyNVCwpgYoKjtl/7UJr22wivbOkRJiP6wDV1iU+Pj4kgjsvT7htTJnibvmsKs6uv97Iu+/+nMzMdumsXVyDRn1BUQRZrScZrRd69xaCYUGYq9dJgzGZoF8/0STQe5hBN1sXgHfeAcTHuipKPBeXID1X/OtfcqmMly+H666DtiDFZ+PGhTUs1WAwMGrUKLdtW7ZsYcWKFWRt2MC5wHA0nH2fd16YVhgEfKjjdyNsR3oHqOtxlJQE/oc8elTX47wesPTvjyqL8kukB7Ck6Ql/dBAN06oqpzNQfr5oQhYXOx2OTCZRp+cxXjdrlx5AfHw8BQUF3XqvPK1d0tJEr3TXLrj00k5qauDGG8Uxr7BQvAfDh8v3udrtOf7S0lKWL19Onz59mDlzZpcT9XDj73//O3/5y184cuQIJ598Ms888wwTJ0poq1C6HloDEKKtdaJusHxjOWqYmz8fWinD3KwKbHk9cF1KtpSqM8Vq4/X1BzXV1mpUw0YM+1dpq5PU1uWZlXvoVLQzb5eMzSLeLM8J2MffH+aORd9gCWQe7QPxZgOJ8T104XFwLdg0Bin1yQ/vWroBrXkGuX0kPTGK0umd2hZtxz6tdRHHCWoxAvL2LgBxfvD9Mv81378N034XlWR6T5+fRwvS0oTPdVWVsOiYPDkBOAUQF2txcZCV5X7BFiqRXltby/bt29m9ezdTpkwJ7QkcFqIFn4p0jzo9EKqtiwpX/1lXLFkC998P+/cbuOKKDL78Uj73Rc+gUV9IS5Mvu7CxURDlgjOst38ZgUEoimhk5OSIBpJeaz9+/Djl5UL5HjKRvmwZ7BC5XQZgHvADMNJb7UknwTXXhPb39MTy5XDVVaE9xoYN+qylGzAYDPTq1YuqH37gTcTsQhFwEj4I9bg4qQhdiorgD39w29QJ7Lf/PMy1TkZo8HjvVl2EcGjwYCwpKfRubvYeAGwwiCmAAJY0PUWk9xT0VqRbrVZ27dpFfHw8gwcP7mrZpCPy8vKYP39+t+7jTcWelgYTJ8KNN3bw+OOgtkkXLhTbZUS3zrJffvll7rvvPqZNm8b27dvp1y+yHs1vvfUW9957Ly+88AJnnHEGTz31FNOnT2fXrl30DxBaEHFEqeJMRXfC3M4aEsDDK5IoXQ9NlYHrJsyX8kJ544E6Glr9h7mpkGoawKrAjne11Upo66JYbTz/pcZJBsBkgKeLJ4RxRd3Dx98f5if/Ck1teNf5Ovi2BouNL2uvLZBnCqD+uDYiXWtdxNGgMUBKsrDRqLd2UT3S/dm7SOiR3p2wUanOC1RoOT9oOiStwMEfevr8PJrQ2Ch4tkovu4JqqZydDR9/7CTTQyXSD9nJjuzs7NAvaO1KPp+KdI86PaAq0oO1dVGRkgLp6U4Fuor77xdK9blz5bNFUZGbK5TmF1wgLFw8YTIJtfexY/qrFUNBYyOcfbbgoYX/7H77+nNRrYwqKsTze/11/da9d+9ebDYbWVlZpIXyoIoCP/qR2yYjMNpX/fPPB/+39IaiwJ13hvYY+fnQA5ZSp512GqNHjGD9b3/LV0AlsAjIQUwCdLliOOssuaYAioqEh7iLqvsAwl8/DegH4nZZifQajQIWrXURQl1jI6ZLLmHQm296b7jYbPDUUwH3lZ4i0q1Wd2v6sjIRdAnivMBo7Dqxpgd0VaQrCu2ff85bL70EKSk8/NJLYZ1o6S5sNlsXRTqIz6pdu+CVV9RrZrHmefPkVaRrPpubMWMGv/zlL3n22WdZvnx5j5yk//Wvf+WWW27hxhtvZNSoUbzwwgskJSXx6quvRnwtARHlirOo9UjX2pjoOyS86wgSWl/P9ETJxucPlECHBqkOSGnrsmHfUdotATyLXbDgmlOksepQrDYe/s/WkB/nlqk9RKRbFdj9ibZao1kqgiuqc42tCmxbqq02RT9CRhdEu7VLlHqkR+15gYooFzj4ggzn59EEz7DRnJwa3nxzDzk5dY5trmGjVqvVQaQH65GuEuk5esh9J00Ck4k4IBkfinSTSdTpBJVI10ORXl0tCN3CQli3zt0z/YknjvLgg5+zd+9mPZatKxob4cEHvfM/qj1KQgJkZsrVCDh0CHbudDYurNb9pKfDI48MwXVoJSVFXyW96o8+fPjw0B7oD38Ae0bBboSq2Cd695aLGC0p8d6x6w527tRnLUEg8euvOb+jg7uByQh96CHAqz4+1EkbvWEywU03uW1SLYGGYVfVv/SSXOS/Kw4c0FYn2ef9qaeeyoNXXsmMEB+nJ4h0tcleXw9Llwry1hP9+4uJNr0JXd0U6cuXQ0EBHTNmwPLlmN54A9OQIWK7JLC4dNFVRXpjo3CGmjwZjh7tJD0d3nknznF+MHmyuL2xsYcW7QOaiXRFUdi6dSs/8ugKRwodHR1s3ryZadOmObYZjUamTZvGf//7X6/3aW9vp6mpye0rYojysNGo9UhPytS3LsLITNamoLxh0iBpiFwAStdqq4vvLeU+v26f9o5+Qd9ELj1FnrndjQfqqGnRaIviAzdOKug5m5rS9WDVqNgeME6qaYYjDa2a6tITtQewRAyl6+G4BkPUpEzp/mej3tolSgndqD0vUBHlAgdf6OnzcxV///vfKSgooFevXpxxxhls3LixR9ejFZ2d2/j003/T0eH7WkJFqIp0XYj09etBUbgC+AU+lLmKIup0gh5E+o4dMGGCINPz80Xw6KRJ4nt+vmhgXHNNLZ9+ulZKP//mZuGW0+mFyVUUYZ2SkQFvvCGXai41VaxLwIrRuJ8LL4Tnny90mwpobnY2j0KFoijs3bsXCNHWRVHgT38CoApYDDwD+GzV/uIXchGjodorzZzZI2p0B+zrTwIuAO4GJiEU6SqOIZTeUvmjgyAOn3jC8aurt/4wEPvKrFk9sDANUBTvLK43yOYjpSjE3Xefb8sxDWHYFouFRjtjGkkivblZNHoPHoTZs50TaioqK6G2Njy2+roo0pcvh6uvhooK1KvqBBDd1KuvDhuZvnbtWh5//HE+//xzTfWuRLqqSN+9G7ZuFQ1fk+l0fve7szjvvFQWLXJOsG3dKupkguZd4bPPPiO3B5ONa2trURSFrCz3C5ysrCyOHDni9T5//OMfSUtLc3zl5eVFYqkukIjo7CZUj3R/kNIjPaolomjeZSYOlmxs3tucqzcUnicVEapi0wGNAa/Ao1eOC+NKuo9Q1Z99k+L57eU+h2TDj+6QhWPkOelVrDY+/N77Z48npLQY0RoOPHa2dP+zB2u1Tb9IS+hGaSC2GjbqD1KHjQ6aJAQM/iCxwMEXevr8HJzWi7/97W/ZsmULJ598MtOnT6e6WrKgYpxho/n54qu6+jivvgo1NcmOba6j26oaPS4uDlMQJJ3FYnFcp+hCpGsl5yT0SA8M0bSQLWgUoKlJkCz+oHdYpx5ISRGe/wIGrNZ5LFkyjcpKkbhrMomp/wED9FPSl5WV0d7eTnJyMtmuyb7dxerVjoDOzxFkaB7gde+Ii4OHHgr+b4UDodgrXXaZI2C1x+Cx/mTgQoS9i4q1wBvx8bxeWkppaWkEF+cHigJ33SVsROyoApoQqvrBAG++6ZfM7VGUlGizbOnXL6DXeCRhs9kcYdh+ipxh2D7Q0NCAzWYjPj5eN89wLcjNdW/slpWJcwHPQ5hN52lXm81Gq33qJujn67HPq+3/ePEHxC8BGhjBoq2tjePHj7sR5P6g+qMbjUbHOdWwYTB2rCDNFWUKTz89nW3bUhyZKmazuF2P3Go9IU9SXhjwq1/9isbGRseXGnoSEXQnbFRCdMcjXSpEaXieiuomjaPzGusihiSNxEm+XJ6/IAjRbyu0zQrFGeHMQrmaGKGQhSZg828u0G8xwUAzWWiAibeFdSndwYb9R2nt1NZAGpDWg4oiX9B6DEyPdAPaPxSrjcUbA3u7D0zrJSeha1Vg82uB61Jzoo7QBXnddJyQf4XRiGiyXlTDRpctU0V/x+23JLF4sdjuOrodqj/6kSNHsFqtJCcnh+YVrUIrOSeZR/qoUYKkyMkRBEVRkRDNFxWpFjvwwgvtdosUCZvPUYpDh4RVAYDJZEDERk4BTA5f9wED9FXS79mzB4CTTjoptEyA1asBqAD2IEiL833VXn65XGp0ECRnMI2Eu+6C997Tfz3dxdSpgl30AyNguuIKDpaV8dprr/Hee++h9DRB7YXMTQUuBaZiDwgMQOb2KLQGiBYXS7XPr1+/nhceeQRN80R+Gr1H7R3JjIwMDBEWPjY3u+d3VFaKL7XBrn52+esVdBetra1Y7YLEoBXpHvu8u8s4mhoYwaKjQ/y1eI0+7N780dPSYNUqd7u3yZPFd9UGbtUquaa9IIqI9MzMTEwmE1VV7urFqqoqBgwY4PU+CQkJpKamun1FDFE6uq0iar1Qo9zapa5Fm8WF1rqIQXNooXyv+4Z9R+lUtJEr54/MkstSB6ES7ZfcrdxoQBz89/3pEv0X1F0MmgSpGi40zroDzPKEpfxrgzblTe8Es5yErtYAUcmCRjceqONIU2DLlmtPz5fufxUQzXMt0wDjb5BuEqA7YaNSonQ9tAZo/ksscJAV0Wa9qPqgXn21OrrtvOQsLhbbr7nG6cWpqqe0XiR6oqmpCZPJRFZWlj6kwNSptGRk8CLwiq+avn11VSqG6hEP4vW85x7B++Tnu18o5+eL7X/9aydtbU7fVNkQyGWgf39hpSILGhvh5pvFzzk5XcWIiiLU6B9+KBodekH9fx4YajPHTi6pn5hDAZ9vwU9/GtrfCgdMJnjmme7d5xe/EGGMMsBkggUL/E5xX/iLX/Dzl17itNNOw2AwsGXLFt544w2HVUWP4N13u2xKAk4DznbdqOPUjq7QGiA6eHB419ENWK1Wvt64kSP//a82uYKfY8P+/fvtJZHNZ2pshBtuEJNFHgYYPPWUUEUnJIiPVz2HsxoaGgChRg9m6g3osi+rYeRdaPkw7PPdFRv4qk9Lg/HjLSxYUAU4jx8LF8LEifKR6BBFRHp8fDwTJkxg5cqVjm1Wq5WVK1dy1lln9eDKfCDKvTgP1h4PXISEo/NRbu1SodFzOUMmqwirAt9p9HLT4skcYZTs1T56Pu+sgvAtJEiYjAYe6abdzMisRPbLQKKDIAtn/Bm/vkbDL4bpf4jYkgJBsdpYs1vbie7Uk/rKSehG6WeU1uZtQWYIPoPhRBQHYkdtg11FlAscZEW0WS96ho1mZFi56SYYMMDkNWxUVVcGq6wdNWoUDz30EHPmzNHrKdBps3EYJ8EYbqiKs1CU4qr/bFmZu+IPxO9lZVBXZ6Gjg+DJhDChsRHmzxfK7qws3EI6VcTF6WuPogeam4V3e1mZ+A47gK8BZ7PTYgG9OU9visOg0EfYh6qkkM8eRVKSXCGjrpg1C95+G/yRTPHx8Oc/Q3s7PP545NamBbNmiTEdT2V6v34ikfHxx0lLS+PSSy/luuuuo1evXpSVlfHSSy/1jLWXosC//+22ySexG2GiVjOiMGh079691H/3HYmtrYwNVOzHksZms7HTHrA7YsQIfRcZAM3NUFcn/g09bbrmzBHH0awseP11fUldVYHft28IE+8e+7I6Z58eoE4PdNffXQ1WdW3MNzYKQf3WrUeZN+954DnHbcXFsH27fuvVE1FDpAPce++9vPzyy7zxxhv88MMP/PSnP6WlpYUbb7yxp5fWFVoIQ0lHt7WOzg9ITZBPaRnF1i6K1ca732pLdx+QKlEDo3Q9tGtUk0mmbgVYtVPbvmBEPlsXFTPGDOSF68djDkDY9o438v3vpvPRPZKFAo26HOb8s6syPSEVrnoNijU2aiKEjQfqaOnQNrp6/RkF4V1MsNCqutXbDDBEaPWbl9KXHqK2gQGxsNEY9EOPWi92gXos935JpBLpoZC7RqNRP9/vkhKsdq8Onys6elTXEW41cDVYVT64+89WepzqqqPzf/ubQmqqDgSszmhuFi+pSrB4s4K12UQupkyquZQUZ1al2I03Ah8AzjfAaoWrrtLXqkA3In3DBsBJpPs0FrroIqksLrpg1iw4dkxI/4uKxE7Spw9cconYudrb4YEHBKEuI2bNEgmMq1bBokXi++HDYnzHBUOHDuXHP/4xffv2RVGUyDoBqPDwF28Anga24EGoS+Yv7kCUBo1u2LABmpsZj4udiC9cd53P/9cjR47Q2NhIXFwchYWFei/TL3JzcQu3NJvhhRfcf1+yRN/pHYC6OtHYDIlIr611+3U4cBngJrPLywvLPq8S6Vr93VU/eJV4b2yEGTPEhNqllx6joQEyM3uzbp3Tr37CBDnJdLnOVALgmmuuoaamht/85jccOXKEU045hY8//riLCqbHYVXgk18FrrvwMelGt0EdnQ+sKCueKOHofBRfKG88UKfJsiUjWbIwN62hhQApcnX/FauNvTXHAhciFK7S7e8umDFmILv+MIA1P1Tz+Kc/sL+6BcUAyQlmJuT34eni8fTuJfEhf9TlMOISQfAeqxL/o4MmSXmM1HJ8BEiKN3HmEAmbL1YFNr6grfZ4beCaSEIrry8X/+9E3hlgMILNj7++wSTqJEN9S2BLHWm96cEZNuozv8YgmnkSChxkRrDWiz3lg62GjaooK7MirNxN5OeLba5ho6p3qTQq6cOHA1D/zjq90F0PVG9obPS/JKvVScBK81rbkZsLL70kLvZ95alZLHDrrfDllwFtpSOGQ4dgn1u2tTMPwBVVVSJMVS/oQqQrCqxYATiJdJ9i/5Ejg/87kYLJJAj/iy7q6ZUEB5NJk+o/MzOTW2+9lZqaGkfz0Gaz8e233zJ27NjwN8k8Alq/AOqB74FTXW+YO1fO5ksUBo3W1NSwf/9+DKmpnK7lDjNn+rxJVaMPHTo04hZfFRVw7bVO0txigZ/8RNym/n7tteIt0vMYH7IiXVGEb5oL+tu/3PDkk2HZ51WFeXcV6Wq965QgHCM1FR56qDeug4rt7XDxxcIrXZbPV4gyIh3gjjvu4I477ujpZfhH6Xpo0qAsTpaQYKE7o/ORS1LWjCgmKY40arN1mXlytlyErlZ1f0KqdATFhn1HUbTlRTIuNz2sa9EDJqOBc0dnce5o+RpFmmA0wWA5Tgz9obY5MKEIcNGYAXL9r6ooXQ+tDdpqJWs61mogc7tTF3GUf+X/8wnApog6if4XFKuNR1b8ELDu4UtGybnPA+xcESAE3gYz/iRl805muFovXnHFFYDTelHW8/VXXhFe1mVlMHnyWcAYIIsFC2DYMCH0U5XFoSjSbTYbb7zxBr179+aiiy7SrNjyiz17UI8gflek0wi3zWYL2Se+sRHOPRe2bRNkRHa2uyrdZBIkxv/931ksXz6GoUPlsuZqbIQHH/TuCqkGdoJovshk7ZKaKnzbnWpz70T60KH6ilt1IdJXrwa7l+50YCLgM2VJVluX/1EkJCSQ68J2ff/997z77rusWbOGGTNmMGzYsPCESCqK8N2w4zCw1f7zNDwMJAsK9P/7eiAKg0ZX20OBR0ybRvrChV3DGFxhMsEk31xAT9m6gGjm1tYK0vy550RjVMVzz8Htt4vbrRp5A60ImUj3Eq7rFWGyAhowYABJSUmaw8g9rV1yc8WwzoQJ0N4u2qatrb0dQeTeBA6yIOqI9KhAlPtwRvX4dpSSFKA9QDS3j1wXGCRpPPCPu1Y6gmLdPu0WP1eNl6gFGkOPYnOptjDFLJksmFyh9bMnMUO65lfUW7tE6fnBxgN1HG4M3GTvkyzpaLpVgY9/6b8mMUNMxcTQbdx7773ccMMNnHbaaUycOJGnnnpKSutFdYS4ulqMcM+bB+Cc0549G8aOFc4FKkLxSG9ra+PgwYMAzPSjwtMMRYGXX3YQ6T5XlJurm1qxs7MTm93iK1givblZ+IurSj9PKIrYnpnZm6FDe0tljwJi/VVV0OklazkzU9wGwvaluVkee5fcXGHPPWkSKIoNTyJdbQK0tuq7bt2IdDsy8BMy2qtXjEiXHPHx8aSmplJfX8/ixYs56aSTmDFjRmhWFt5QUuJMiQY+t38fC2R71krkL+6GKAsara2tZfv27RgMBooSE/2T6CBuX7/e6/9sXV0dVVVVGI1Ghg0bFp4F+4HRKI7nBw8K0twVt98uPr8yM0WdXrDZbKET6V5GvbYiMiXycGm4hylcd+7cud2q97R2ARg9GjZvhnPPPUZNDfzf/wlSvrBQfBQYDIJEl+WzVUVUeaRHDaLYXgRgwqA+BBKUGQ2iTjrs+lBbnWQkBWgPEJUqaBS0B4hmFIR1GcHgUL22KQCjASYN9amFieF/CIrVxqpdGn31JRXmas4qmHirdM2vqLd2idLzg6gPGtUyKdhapz07IAY3XHPNNTzxxBP85je/4ZRTTuHbb7+V0npRDbzcvx+mTBHfCwth+XLn6Pa2bbBrl/M+oSjS1QvG+Ph4fcbU7cqzgNYut9yim1pRtXUxGAxBP4fcXPjgAxHGabEINXp2trvFTmYm/POf8l0og7iA7+PjkqeqSrzU8fFiCEA2xZzVqhI/7eBowQgCIzNTvDd6h6TqQqRrlX1ecok0ytwYvGP48OHccccdTJkyBZPJxJ49e3juuef4/PPPHccXXeCi5t4P7EOQiF5ToSTyF3dDlAWNZmZmctNNNzFt2jSy2jVOgvogdFU1+qBBg9yCKCOF3Fx4803/HulvvqmvtUhraytt9smbPr4+ZALBY/qsDVgOvI4zAcZbXU/BlxXM6NFw113uiRgLFwpr99xcOc8NYkR6ODBoEiQG+GeQUOmnYnNpPdYAJITVJuqkglWBrUu01UpGUgD010iQa62LGLQq0rXWSYjx+eny2hXEEFFs2H+Udou2C7yzCiVtvmglC/PPCu86gsAXO7U1QaW1dlHtx/xBQvuxqJ5Ug6idBIgm3HHHHZSWltLe3s5XX33FGWfItQ+DuBhbvNj9wvjBB8u5665SLJZ2x/biYuekdCge6bqFLqqwExAGxGWmT6OYk07S5+/hJNLj4uKCtmNobIQf/cg9D62y0kmom81w5AhceOEO3n67hErPNNIeRnMzNDT4vl1RBCn9+utyXezv2CGEn0JJr6rR4wEzRqNoAlRXw1NP6btuXfZ7e1BlO7AG+AYf/fHTNbkyx9DDiI+PZ9q0adx+++0MHToURVFYu3YtS5ZovG7Xgs+FBt0GfGbfdBrQhZFJS5PGX9wNiiJGpbRAokZAfn4+kydP1k7U+qhTifSRPZR5sGMHzJnT1SPd9fe5c/UNZlbV6GlpacE32ydNcmsmqnEXibgEvwaw1IkkPK1dQJwjbNwICxa4E+nz5ontLoMmUiFGpIcN0Uu6Ra3yrHS9tmC8pEw5mxhadxnZdi2tHula6yRETnrkO+MxyIknP9mpqa6X2RgLGtUZitXGf77V5h8pLaHbHfsxiTBxcAbpSf5P8vskSRaE7YoonQSIQX8MHw7jxjkvjG+99W3Ky18jP7+WtWuFQr1/f6dCNxRFuu5Eup2AyAHuB24JUKcH9AgabW6Gujrxent7GVWiIj7+ezZtWskhrT7BEUQggbTR6OB+pUFzMzgFv+62Lurz8WZXEyp02e+/+w6ARkRg5Gf4uPyx18UQHejbty/XXXcdxcXF9OnThylTpujzwIoC774LQBnCHz0BONtb7Q03yDnFUFLi3m30BQmCRjs7O2nyTCieOhX82ZMYDEJe7GXtLS0tlJeXA2KCIdJobBS7RVWV8OT27O/07QsJCeK7ntM7Idu6gLDKcbHUUTlnt96oaqmjM3bv3s2f//znbjXEPK1d1AyVyZOhpmYsAwacwfvv96ewUEwNTp4sbpeRTI95pIcDpesDBFrhHCGWzKcbolh5plVJNm6OfHYFQHWTxgaGxrqIQWtooda6GGKQFB9urWRLubZP8nNH9JNziiGKg0Y3HqijriXwVX/f5Hh5Cd0TWBktq5sOIJrnqdn+7V1Sc+RsssegOxYuhN274corQR1+fuYZIzk58P773sNGg/FI151IV5VnIYS5dRcqkZ6QEPw0ZG4urFkDZ53VNUuvslIQF3//Oxw4oHD0aHBNi3DCahWKdHVZri+/uq2hQf8QulDhvsv2w2i8gd//3srvfuf+HPT0/AXnfh/S+1hWBoC7PtF3XQzRA4PBwPDhwxk6dKjbPrJu3Trq6uoYMmQIOTk5pKamap+CKSkRQQzAIODHQD0+pnbEgV8+aG0gzp3b442ADRs2sGbNGqZNm+acPnv3XREU4Qs2mxh/8bL2Xbt2YbPZyM7OJq0HxnrUZm97u2js3n23++1VVWJ6Su+pI12IdA+rHK9Eupc6PdDS0kJra6sjkFwLPK1ddu92BpGbzeN55x044wzRL5oyxWm5t3u3fANIMSI9HIjyC2XVI92fvYuUHulJGm0UTpoe3nUECa1ho1rrIgabRvpEa10MMUgIxWrj1+9+r7n++jMKwreYUBDFQaNap6BmnpItZxMD4Og+bXUSNjEajvs/UW443snGA3WcJeMkhtEEY66G9U/7rhlzlZRN9hj0gxo26u4cItjP2283YjKJi+WPP3a5NQRrF5WE141I91Ce+fijPsPcgoEeinSApibfOXoWC/zsZxAXZ+Hqq+Uj0lW1+bFjXW9T347UVP0J6VBhtbqeeidgtQ7m4Yfda2w2/RsAujSQegmxVrP9V59Eei/JRF0xaIbr//nx48dZvXo1nZ2dbN68GYDevXuTm5tLTk4O+fn5DBo0yPeDPfmk26+59q8u6Nu3x9XcPqE1aLSgIKzLCIRjx45RUlJCZ2en0+daUeCuu/zfsW9f8BG6rdq6jBgxQs+lakZurgi1nDLF2ZtTMzzU8wWzWf8MjLo6IbzNyAhB/OMxgeaTSA+DR3pLSwvQ1e/cHzytXYYNE1OCW7c67XMWLhS2Luq02rhxok42SPaRf4IgykeIo9YjXWvXOkiPx3AjasNGkzQe/LXWxRCDhNCqhgZIijfJaesCUR00erC2RVPdBaMGhHklQcKqwObXAtdJqIyOWss3FVYFvl/mv+b7t0VdDCcsmpvFRXFZmfjKz4ef/EQhNRUOHTJRViZub2523icUaxdFUTAajbp7pJcCrwIfBqjTA3oQ6RUVcPHFrjYjTmRlOd+T+nqFjg4dGw86oakpsONCba2okwkpKSIEFbqKQNXf4+P1JYdsNps+RHr//oAGRbq9LoboRlJSEsXFxZx22mkMHDgQo9HIsWPH2LlzJytXrmTlypW+77xsGXzwAR0IEtFvX+jnP+9xNbdPaA0Q7eGg0ZUrV9LR0UFOTg5jxowRG+1B2H5x9Kio80BHRwf79+8Heo5Ih670kJrjkZ8vvsrKRH86HB7pISnSPRowXol0H5Y6oUIlxZOTfSa2uMFisTjU6yr5npYGX3wBX37ZSX7+Efbvb2HyZGcY/Lp14naZ8kdUyHWmcqJADRtt9UM0S6j2UxG1F8xR7tUdtWGjyRonAbTWxRCDhPh0u3Zi4razh8iriI7SoFHFamPxxsAj3APTeslr61K6Hpo17Efjb5CuiRG1lm8qStf7t3UBaDokreVeDD0Hm13SG0zQ5tChQ/nNb37jULWHDLuirBXhA+zzUXVUnulBiqakCHWfxSLCLe0PCTidABIS4O67rShKcDY6MXRFTg6MHAnffw+KUgccQHikj0RRBJ84cqT+uYVmsxmLxUJbWxu9e/ukwP3DrrpV93GfLc4eVufGoB8KCwspLCwEhAf34cOHOXToEIcOHWLAAB8CCUWBm28GBIH4IlAIXIIXRW5qKjz0UHgWrwf2aZxY7MGg0U2bNvHNN98AMH36dOfnotbmrZe6r7/+GovFQt++fenXg00C188p16m1xYsFD11U5J6fEioURaHW3qHNzAySI1EUuPdet00qy+XmG/HXv4algXTMPqallUhXFewmk8lhF9fYKMQLubmHmTbtVV59NR24GxCDJsOHy0miQ0yRHkZISqJoQNReMEf5JEDUho0e9+OHFkxdDDFIBsVqY/Gmck21iXFG7jhvaJhXFCSsCqx/RlutZEGjGw/UcaSpPWDdtafny9vE0Gqr03dIeNcRBOpbAr/2UjcxotxyLwZ9oF4ouyrMXnghjqYmyMnpJD9f3O56oawq0ZVAlip+oBsxbPdIV+UUXo3+dPZIV2ELwZ4vLQ3+8Q9nwKsrJ6/+/sEHPcoP+UVqamDhcyiT+eFCc7OwjRa7bjnwPrDRcbuiCDGjntmuBoOBbLsnghoeGBTsL2ie/ddSfORw6CkPjUEaxMXFkZ+fz1lnncXVV1/tCCXdt28f77zzDjWqCvfRRx2jIP0Qdi67gbXeHvSmm+RVoy9fDr/7XeC6MCmLtWDv3r189NFHAJx33nnk5+c7b9yzR9uDeDR529vbWbtWvFtTpkwJqmGtF1w/p1wxb574/uWXwvZNL1K3pqYGi8VCr1696NMnSLtkL5MAlwIXAfmuG4Ml6gOg0Z4Amqoxadu13mAwOOz2zjkH1qypZ/lycG0BzJ4N550nZ9AoxIj08KA7YaMSQvVI9wcpPdLzzgBDgF3aYBJ1EiJqw0aTNI4jaa2TEJUNrT29hBh6EM9+sYe2Tm2KwmtPz5OXyF3zBHRqs0eRreGodQKqIFO7T1/EEaXNXsVq45EVPwSse/iSUfLu+1H62segL9LSxIXwRx/BggXq1jgAnn66k3Xr4JVX3O+jkuChEOm6we6RrhLpXttbqke6TlCJjVCI9IoKuPxy0bgoLIQlS9xvt1jgtttE2JuMSEmBAQMgLq7rbWazsKepr4f58+W74HdmwKXbvze43V5VJTxp9Vy3SrCFRKTbgyNzEePzxwCvu8e77wbODYjhhMHGjRv59ttv+V6MWcBf/uJ2e5H9+xacFhcO+PDn7nGo/uJajrE+wjrDjaamJpYuXYrVauWUU05hqiuZryjw8suBHyQ3t0sTYOPGjRw/fpy+ffty8skn67zq7qG83P1zat068X3/fqFGt9n0VUZX2mXv2dnZwTcQvCj8c4Az8LDDCkPQKIj9AtAcEKvWq8R7c7OYUtu/H264oY6GBsjKymD5cmfjfetW2LUrLMsPGTEiPRyIcuVT1Hqkl38FtgBkl00RdRIiasNGo9xSRwu+q2hECfRPEcMJCcVq48U1+zXXXzha/zAXXWBV4KvntNVKaD2WqdHSSmtdj6BFw1SOhP7oGw/UcbgxcCOjT3JoYYRhxaBJYr/2CYOUr30M4cH11wulk8Ak4ELuuy+NQ4fgssuEQkolFlVFejD2LBUVFbz11lv+/X27A/vFsPqf5nNORMeLZj0UgikpQtFdWAiLFsH997vfbjZDejrMnHkJN910k/9QwR5AWhr86U/eQzktFmFP094u1N2u/vo9jaYmp3WOk0h3d5FWFNixQ19Vukqkl6mpfcHA3sAyA8XAfYBXOU5Tk1ff5RhOTIwePRqA7du3Y1u1qksCcIH9S8FDld6vn7who1r8xQF+/3uYNSv86/GClJQUioqKGDx4MJdddpn754LW9d9yi1sToK2tjfX2pu8555zTY5ZejY2waZMgy1Vf7tWrxWDX4sXCPUol0/UcgHEl0oOGVhu3MASNAgwYMICsrCzS09M11Xsq2HNzxWtsNoPVWofBAD//eQb33++cVrNYoLhYzuGjGJEeDkS58ilqPdK1NiZ2+Yxn6lFEbdhoa4O+dRGE1gvEDsXGhn0xa5r/RWzYf5TjHdrUTn2T4+W1tihdr/1/8IyfSOfR7X2mO4S6SMOqwKe/Clw3/THpXvuoPSdwxc4VASYFbTDjT9K99jHoj127YNs250Xa8uWnUVg4iYMH05gyRVwwV1c7CdFQrF2am5v54YcfKC0t1Wfx9othV0W610OejhfNeijS1UmAl16COXPcQ8QKC53e6R0dWeTn5ztCyGRBRQX8+Me+hc+q53tysr7BnaEiJweGOJzCUhCX/VbAne3v10/Y1+iFvDxhyFJbW+sIo+s2ioocPw5BrN4nwqS2jEE+DB8+HLPZTG1tLVW//KXXmiL7dzdV+t//Lq+ti9b996STwrsOPzAYDJx11lnMmzeva/D2u+9qexCP9W/YsIHW1lb69evnDC2NMFRrkTlzxOeUSqLn5QmFenGxcJkqKNDXHx10ItI9UrC3AN/gDGkGwmoHdM011/DTn/5Us7WLNwX78OEwdiwYjfXYbPDQQ30c5whr14rver/2eiFGpIcDgyZBqoZ/Ckk9o094j/StSwSpIRmiNmxU68VVCBdh4UJOn0TNtev2Ra+iPobg8eQnOzXXPjJzjLzWFlobjfG94ez7A9dFGF/s1Lb+Wg1e3j0CLWGXIKUFVtSeE6iwKvCx9wtuBxIzYMQlkVlPDD2GigpxYeyqdLr/fnjiCXf/7sWLhVIK9PFI1w1Tp0JuroNItwGdrrcbDLpfNOtBpINQPF9yiRibz893Kv5Wrxa/V1TAhAlCHS0bUlJAS2ZmS4tcivTmZrEmASPO+MUGt7qMDH1JisTEREdoYND2LkVF2hcVyMA+hhMGCQkJnHTSSbBjB9u3bPFaU4CHKv3MM11HkORDD6uKfcFms7F27Vra253n1V1U44oC//qXtgd0WX9LS4tDjV5UVNRjanTVWuTgQeEmpQaLlpc7FeoNDcKOTE9/dIvFQlWVuK4JmkhXFLjnHrdNa4B3gWrXjU8+KU0TydPaBcRrumoVXH+9KnYRgrSFC+GMM/T3ptcTMSI9HDCa4MI/Bq775P+kJHQnDs5gYFrgC+J62SxGBk3SRkIcr5XTnz5aw0aTNCpwm+VTjEwaoj1841B9zCf9fw0fbq1kS7k249BT89K4eJykti4Ayf201Z11h3SqXMVq4z/faps7l5bMjWLLt6gPGtXSxJA4tyYG/eBqMaIqnfbvb2DWrAoslibMZhg3TiikVEhFpJtMsGABcQjLiyRciHR1wk5nD129iHQtsFq38913G6iTzCy9udnpIOEZRKfCZBJBdWoDRgakpHhy0en27w1udU1N+jcAVFV60PYuJhPce6/j143AvwCvn5Axa5f/KYweMQLefZft+B5CLLJ/LwOU3/8+IusKGlOn+k9aDkODVAtWrlzJ559/zuuvv+7b2qykpIsq2is8rHVKSkro6OggOzubUaNG6bTi7iM3VzRzCwsFmV5cLCJGPG1eTj9dXyK3uroaRVFISkrS7C/eBR6WOscQR3YDwifdgX4ar/+6iWDOCVRrF8/nXF3dxnvvqdNLIoNx3jzR0MjNlZNEhxiRHj4kayB0mw5JeeFmMhp4+JKRAeseWbFDLt9oownGXaOtVkKyovaYNiXlyh8kW3tvjUqQ3R9J1zg6s7AvZo2NiVjg6P8WFKuNX7y9VXP9/ReOCONqdIDWz5r8s8K7jiCw8UAddS2dAeukttY5uk9bnWSWbydE0GgUNzFi0Beqxcj77wveYuFCgJXAP4DtLF2qbnNCKiIdYNYsDG+/zUM5OTwAJKvbMzPhrbd099DVi0gfNQo2bxbq87IyQVSohIWqUn/44a/Ytetjh1JPFqSkCC4iIQH69vVOphuN8OCDcoWNNjd7EuTp9u8NbnWpqfqPzesSOOrS0doD7AW8JtY8+WQscPR/CMP+8AfiOjqoA474qCkArgduS07GdP75EVtbUHj3XWjzYY0XpgZpIHzzzTesXStc5s8880zfinGtti7XXedYf0NDA5s2bQJg2rRpuuRwhILUVKFEV4NFJ092kuiLF+tre6UiHEGjqtyoH077N291emHDhg388Y9/5NNPP9V8H2+K9PJymD7dQEPDdAYMmMy6dQluIa+hfISEGzEiPVyI8gu3PsmB7UMON7ax8YBcqhGGX6ytTjKyArQrKd/9tlKuBkaKRhVua710jSOT0cCpg/poqo0Fjv5v4e43t9DSru3CLCnexJlD5LPkcMCqwMYXtNUe16AsiTA+3+HrUskdM0/JlpPMtSqw+bXAdRKGXZ4QQaNRnlsTg/64+WZxsVxcDM7ozg7uugsuush72Kg0RDoIMv2pp9yVZjU1QsG7fHlY/qQeivTcXFi61DthsXQp9NF2OhZxpKXB668LEr2qyumJ7orOTndvfRmQkuJJ/J8BzAdOc6traAifIr2yshKLtxdMC1ysIAbbvx/wVnfsmJCNxnDiY9ky4pct4yQgE/DnwD8UMD7wgDS2Fl6xfDlcfbVrKrA7MjJg2bKIhoweOHCA999/HxAhoCeffLL3QkWBf/9b24POnOn4cdWqVSiKQmFhIYWFhaEuNySoHunFxcLizRVPPCG2u54P6IVwBI2q2vQusw1hsgRqampys/0JBEVROGYf7VKJ9IoKQZYfOJBAYeFZbNx4gcPyzZVMlzFoFGJEevgQ5RduURsulncGGALs1gaTqJMMEwdnkJEcF7DuaEuHXA2MQZOgl8aZGwntXbQqWGOBo/87+HBrJe9v1UbeAtx29hA5CVwV3QkalewzqTu2LheMGhDm1QSJ0vXajn3jb5DOVidqzwVc0aLhuC1hEyOG8KC5GSorhQq6rAz69Yvjppugf/9Ox7bKSn3CRsOG5ctFOlqNR3bLoUOClNGRTNdLka6FsPjb33wLM3saqam+bV1kRVqasC/u6+jzD0BodZPd6ny5NoSCjIwMkpOTsVgsHA5WETl1qkMqX2DfVIqIS+2C554L7m/EED1QFNEFBa4AfoYIovWJ1FR46CEsFgsHDx4M+/K6DUWBu+7ynyGWmOhGQocbtbW1vPXWW1itVsaMGUORS+hvF5SUdP0M8gYXW5eqqiq2bhXTvudLMCmgeqTv3y8+Ul2hBmOHo0F66JC4rgmJSJ861fXg7lCku7mL9e0bNksgXzYtvqCq0c1msyNQ3NVuTw15BfFdJdNlDRqFGJEePgyaBIkBpBWJGdJeuEVtuFj5V2ALcEZoU0SdZDAZDcw8WdsB9UijRDYjRhMM0zgJIOEERnd80v+54WD4FhKDFFCsNn797vea63snmLnjvKFhXJEO2PWhtjoJP5NOCFsXrce9vn4vCXsEUXsuoMKqwKe/Clw3/THpmhgxRAYGg1Ck22zejzPSEel28uVzm403gIOut6mEzN1362Z1oReRroWwaGqCDsnil1SkpAj3HF9kutksbpfxgr+hwf/tR4+K115PGAwGh71LSD7pp54KiBZAL6Ad8ErLf/BBzN7lRMfq1Y4dNR4NkWH/+ActbW08/fTTLFy40EH8SQMPj2uvqKiIWAZAQ0MD//73v2lrayMvL48rrrjCv+1IELYuX3zxBTabjVGjRpHjzxc+QsjNhUWL3MPGX3jB/fdFi/TNvujs7KTG3oAIiUh3gQ0nkR6pVzVYIj01NdWxX6l2e2+9VYnZfJgOlxOAvDy5g0YhRqSHGRIrFANgwqA+BBJYGg2iTipEuaVObp8kTXV1sgW9pmk8bGtVxUYQZxb2JU7jkXDVzuqYvcsJDq3ErYrHrxontxrdqsCWhYHrAM74iXRkYtTbukBUT6j9TwSNgrag8hhOCKSkQHa28OTOz4fq6jhefRVqajoc27KznYRoKET68OHD+fWvf82PfvQj/Z6AnXw5jLC56EIN2WzCVFQn8kUvIl0LYVFcDPGSukQ1N0NdnVhrlsehOjtbbK+uFkMBMiEnR1iNi91YAbYAX6Dqus1mGDwYevfW/2+r9i4h+aRPmQIIwqLAvsmrvUtHR8ze5UTHr3/t9qsNEbZc7a32mmtg9mySk5Pp27cviqLw4Ycfsm3bNvbt20dlZSVNTU0RCVH2Ca1EdJg8rj3Rq1cvFEUhPT2da6+9FrO/EZwgbF3KysrYtWsXRqOR8847T4cVh46KCpg71/kZZLHAT37i/vvcufpaixw5cgSr1Urv3r1JCaXzWlLisASqQzQZ4wC35LqjR8PWiFGJ9FSNJvIqke5JvKelwbZtn/Diiy+yc+dOt9tkDhoFEfoeQzhQuh5aA9hvtNaJusGRTWHWgs2l9QTiC602UXeWTN7ASRrVxVrrIoyM3oG96btTFzFoPRHpyRMWHzAZDZw/MouPtwdurqj2LpNPknP/iSF0vLRmr+baS8cN5OJx4fGe0w1rnoAODTOJ8Slw9v3hX083cELYuoDTcszftJSElmOxoNEYTkSkpYlMzqoq4Ws9ebLTI33xYoiLE0SpevEWCpFuNBp9h7QFCzupop4F+nRC0Yl8UYl0a4j+HxUVcO21Tn9xlbAAJ2Hx978b6N8frrxSvnNFVZFeWdnVzthsFmR6TQ3Mnw+ffSbPxX9zs1Cki93XAKxAEOrjMJszsVhg71644gpYtUrfdauK9AMHDtDe3k5CQhDXLuedB489Bgif9J3AVuAsoEvb/7nnQAK7iBjCgKVLYcMGx682YCkigLYvcJtrba9ebiRvUVERBw4cYNeuXezatcuxPTU1FaPRyNixYxk/fjx9IhnSoCjw6qvaasPkcW2z2Th48CCDBg3CaDTSq1cvrrnmGlJSUkhOTvZ/527aurS2tvKuvXFw6qmnkpkpx3W01Qrp6cJC5Ikn3K3on38eHn1Uf2sRV1uXkIJWXT7j+wK/QBDqXc44wtCIsVgstLS0ANoV6bW1tT7r6+oEZ5qRIakoxwdiivRwIcov3qLWF1XrAamHE6J9ob9GglxrXcSQpPHAJ6FHOsC8swo018bsXU5cfLi1klW7tIVt9jIbWHDtqWFeUYiwKrBugbba8fOkU6OfELYuELWWY7Gg0RhORDQ2CrHi1VerYaMqYXCM4mKx/ZprnOFiKvnXJot5t51UUS9F6wPUhQr1+XcnVMwbUlJEbp43keNzz4ntVquZ1lZobNQ+FRYppKXBn/4k+C9Vrbh8uSBgysqEGr29XXBLsgWOOgWDRozGQcyZA9nZu9yaGjU1+qvpc3JyyMzMpL29nU2bNgX3IEVFjjGFsYj/1hzAa3xpzN7lxISiwO23u21aDewAOhARum745S/dAkYHDRrERRddxKhRoygoKCArK4uUlBSamppoaGigpKSE0tLS8D4HTzz6qDY/JRd/cT1RXV3Nv/71L9544w2+++47x/acnBxtCuNu2LpYDQaWLVvG0aNHSUtLk0aNrp4L1NXBU0/B/R5aop/+VEzqvPWWvg3GAwfETM2gQYNCeyCPz/hkIE9DnR6or6/HZrORkJDg8DsPBDWnQJ1UUtHa2kqz/UOzn2uAehQgRqSHC1F+8Ra1vqgtGrqj3amLNDTy+5sOShQ2CtC7f+AagN0fCXJPMnTH3mXlD1Uxe5cTEIrVxi/e3qq5vnhivrwqXBVrnoDOFm21wzXmHEQQWhu1Utu6QNQ21qO2oe6KQZOE979PGGJBo/9j8AwbzckZwNNPn82AAad5DRtNTEwEBJHcXVV2TU0N//nPf/j000/1ewKTJoHJhLpXeyXSTSZRpwPU59/aGlo2T1oafPEF/POfXcn0228XZO7Agefx5ps/YtIk+fIiKirgxz928rQWiyBennjCqagHSE6Wyye9uRmOHXP+brWO5OOPYebMHxzvg8kklJk33+xsIOkBg8HAVDsJuH79ejf/W80wmeDSSwFIQgRMzsQ5keGGjg5BUMZwYuGRR6DWKXIpAb60/3wRcIprba9e8PDDXR7ijDPOYM6cOcyfP5+f/vSn3Hffffz6179mzpw5jBw5klGjRjlqN23axNtvv82+fftCnsTxCkWBv/xFW62Lv7geaGlp4YMPPuD5559n3759mEwmh7JYMxRFpBhrwcyZfPrpp+zbt4+4uDiKi4sDq90jBDW34+BBoUTfv180Rpcvdx7Td+6EI9ocJjXBarU6COXBgweH9mBTpwrvE1/iUINBGI2HoRFjs9kYPnw4Q4YM0aSq7+jooMLuj+P5vKuqxLVPenp6cFNLPYgYkR4uRHnYaNR6pEe5tUvtMW2Kn9f/e1AuMjdFY7eztV7YGUkG1d5FCyxWeGblnjCvKIZI4+eLt9DSrr3Jc+FoyS1duqNGl/Sz6GCttpN7qW1dAI7u01YnWWM9ahvqrti5IoDNng1m/Em6aYwYIgeTKZMJE84jPn6s19tdL+y6q0pvbW3lu+++c7MTCBnr14OiOIh0r3u3oog6HRBKI8ETFRVw441ORbcK9XeDIYff/74QRQmDYXeI8FTUm82CeJk1y0miA7S0yKdIHzBAeP8PGAAwgqYmA88/X4HF0oTZLHi6ykpBGOm99rFjx9KnTx+OHz/ON998E9yDuKiRXbWPNvuXGx57LKZKP5HwwAPw+987ft0ArLT/fAFe1Oi/+pVm4tlsNjNq1CiuueYa4uPV0GkbX3/9Ndu2bWPhwoU89dRTrFy50mFLoQsefdS9u+UPdn/xUGGxWFi7di1PP/00X3/9tSPw82c/+xlT7DkEmlFS4tbY8Il+/diclMQGuyXPrFmzGDBAnvP13FxYvNg9p+OJJ0SD1NUjvbhYP4/0w4cP097eTq9evUJ/LUwmWLCARpuNhYjkCwdUcvupp3RtxKjo378/xcXFzPFMDveB8vJyFEUhLS2ti4VSdbVIOcjyDB+JAsSI9LBCYoVcAHTHI10qRLu1i0ZCouF4JxsPSKRKHzQJemmce9q5IrxrCRLdsXf5+6q9cjUyYggJj3ywnRXbtEsOpLcSge6p0SUMGVWsNhZvLAtYJ3XQJYiGxubXAtdJqIqO2oa6CqsCH//Sf01iBoy4JDLriUEKeIaNlpXB5Mniu6+wUZVk6S6Rroa1dXbqaFVi9zt1VaR7PRvRyRe1Vy/neWko9jYVFXDxxcL+BKCvR7ySxSLIXNdpAJmgKurXrYOCAnfyXEVBgbABkEmRnpYGH38MH30kJvxNphQg137rTvr2FUJusxn69NF/7UajkcmTJwNClR5M1gBFRa7+NAA0AIuB7Z617e3w//5f9/9GDPJh2TI35fZm4GP7z0XAZM/61FR46KGQ/+zMmTOZOHEiiYmJNDU1UVJSwrPPPss//vGP4JtBKrqjRu/bVzc18TvvvMPnn39Oe3s72dnZ3HjjjcyZMyc4T2qNny0HL72UFR+Ld+y8885j5MiR3f9bYURjo7BuGTvWSZqryvT8fHHcLCzU1yNdtXUpKCjQJz9l1iwOL1jAvpQUdrtuz80V/z+upu89iP379wNCje6pYFcV6f37a3Q3kAgxIj1c6E7YqISI2pHuKLd2mTg4g/TEOE21Ur32RhMMv1Rb7XeLpLV3STBra7B0Wm0xVfoJgkdXbOeVtQe7dZ9HZo6R20rEqsBXz2mrje8tXcgoCH/uI02BJ3SuPV1yi53S9dqyIcbfIF0zI2ob6ipK10NTpf8aic/DYggPXInFBY6hnXqglNdfb2PdOnjlFff7BGtvohLpFm+sa7Bw8Ug3A72B497q9uhzjuLaSAjF3sW1gZGdLcJePREXd5jHH/8ai+Vg0H8nnEhLg+HDhX2LJ8xmsT8VF8OMGfpapISKtDTBMR49qoq1R9hv2UtVlRAsWizidr190gFOOeUUevfuTWNjI99//333H8Bkgn/8w23TVmA3gljtcjX0//6fCKeMIXrhxRe9NyJgdjJwjrf7vPJKyOpbg8FAdnY2F198Mffddx9z5sxh2LBhGI1GKioq2Lt3r6PWZrNx+PBhbLZuCKu6o0b/+c9Dej6u6zrzzDNJTU3lyiuv5JZbbgnNn1vDZ0s9sCQuDqvVypgxYxwWT7KgsVEcpy+7DBYu7Hq4sFjg17+G998X5wt6eaSrRHrIti4qFIUjVitMm8aAm24SljurVsGBA2El0dva2rq136vPu7CwsMttMUV6DF0RpZ6oKrQqow/Wej197zloHY3XOmofYZiMBm6YpO3DLTNZMh+pIUXa6toapSQuTEYDPz1Huy/ns1/sianSoxwfbq3k5ZKD3brPLVMHc/E4yW1dStdDa4O22kk/l47ABfh8h7YJgYJMbSE3PQatn/F95fMEjtqGuoooPw+LIby4/nqYPVv9bRHwGjfccJhDh8TFtSsZqqqyg1Wk60qkT50KOTkYgV8Bd+OMS3XDyy/rZnGhNhJCUaSrDYylS8GXEC8tbReff/4BX30VBNkaIezaJb48YbHAVVcJNWN1tXyqeptN+KALqGRGC2BDUURzw2KBG27QvwlgNps54wxhwrFu3bruEY8qZs+Gs85y/DoJyASOAZ97q58zR5gdxxB9UBR45hmRgOuC4cBPgGl4mfn/xS9EUrSOUK1f5s6dy7333suFF17IxIkTHbdXVVXx4osv8pe//IWlS5eyefNm6uv9CAsUxbV76x+9e3dbXW+xWCgvL2f9+vX8+9//ZuXKlY7bcnNzueuuuzj55JM1eVr7hKKIzxY/aAcWp6dzPCuL7OxsZs6cGdrfDANUf/T9+8Wk1F13ud+uTkelpupHolssFsrKxKStLkT68uVQUMCRe+6B//yHAa++Cg8+KNJTw2Dn4ornnnuOP//5zw41uT+0trZy2D7FUFBQAIjPGNUu59xzz2XatGmOENKKCrka0f4QI9LDhSgPG504OIMBqYGJ2jc3lclFJg6apM2ve8sbUqqiASYO7hu4CAkDR7X6pIM2hWYP4M7zhxGnUd1qscFdi0Mc8Yuhx9BhsXLv0u8CF7rgkrEDeOiSUYELexq7PtRWJ6kaXbHa+M+32mRxUvtzQ9T6o4N2j3pp34MoPw+LIXzYtQu2bXP6oN55Z2/S06G8vJkpU7qSocEq0tX7dXR06GfvYjLBrbeKH/3VVVQIL1sdoFfgaHMzXHONWJrndX52NtTWxvPKK/CrX3VIeSFdUSEU5776Iur+9NJLYrJeFlRUCHcUp8/vAOBe4BZUSvLIEUEcbdsWHlX66aefTkJCAtXV1ewJdlrikUccP5qBy+w/fw2Ue6v/0Y9ifunRhmXLxNTNPfcAsBf3QOV+eCHRf/tbePzxsC6rd+/eTJo0yU3JXV9fT3x8PMePH2f79u28//77LFiwgAULFvD+++9zxDOlsqREkJxa8ItfaCJDd+7cyccff8w//vEP/vjHP/LKK6/w6aefsmfPHjZs2MDx407Bo0kPcrWkxK9huBV4G6g+5RRS0tK49tpriYvTNmkfSeTmwurVTnu3sjLxGZSd7V4XTM/PFw4dOkRnZyfJycn069cvtAdbvlw0jioqUKnsLPFHxPYwNhE7Ojpoamqira2NVA/LLW8oLS3FZrORmZlJamqqYxrgnHOgvFyo1KdMmUJaWhrl5WK7bFNdvhAj0sOFQZMgNTtw3fGj4V9LEDAZDRRPzA9Yd7ixTS6vbqMJJtwYuK7pkJSqaIjiwNFBkyAh8AEVgP2rwruWIGEyGvjZudqVoR9sO8wH3wawDohBOny49TDjfv8JbZ3ag9OS4008XTw+jKvSCVYFtizUViupGn3jgTrqWgKTTtJ71UexP/rH3x/mb5/7JzsMSO5RP2iS8ED3CYOUr30M4YUrGar6oi5ZksKFF4LJ1OzYvnixkwwNVpHeq1cvR1hpQ0ODfk/ipJO01enskx4qke4a2OmN3zSZ4rHZ4NixTukU3SDW7+qV642XMhiEKFAmEiAlRfj8ZmerazYA7ufrqlo9K6uLHbku6NWrF6eddhoAa9euDe5BiorA3tQBGAScav/5faDLLtXSAnPnBve3Yog87r9fTB7Ylej7ED74rwE+/50yM+HhhyOzPg+MHDmSX/7yl9x0000UFRWRn5+P0Wikvr6ezZs3u5HYNTU17HrtNcqAI4iQ6GMI9XaXK3kvanRFUTh06BDffvut2/b169ezYcMGKioqUBSF5ORkRowYwQUXXMCtt95KUpLOU5vvvuv35i8Qlkvmfv249tprNRGtkYaqhvYUyasq9NxcJ8Hu3oAMDa62LiFPBdx1F9hstOFsNA0AJ/N/991hayIePSq4y8TEREeT3R9c/dHBfRqgqEiQ6SC+FxXJO9XlDebAJTEEBaMJLvwjLLvBf90n/wcjL5OSzCjI9Dos2gXSjXVrHZGXdJy7u4GjZw3RpmAPO4wmOHkubHwhcO2Od+HyZ6Xc7+88fxh/X7WPTo1Nijve/Aaj0SC/3UcMADy6Ygcvlxzo9v3+cvXJcntxq1jzBHRoOPuIT5FSjQ7abV1mnpIt93sSpf7oitXG79/foan2t5eNkvc92LkiQFaNDWb8SarXPobwQyUVARYtEjzb/v0pLFkC0IzZDOPGCS9sFcEqsg0GA+np6VRVVdHc3By6Ck2F3Sd9H/Al0B/wmlIzUJ/zEj2sXUCMyP/znzBtmlBAg1MBWFkJEEdyMtxzT4dUim4Vzc3CR1xFnz5QW+te09kp+heHDulnCRAq0tKEffRFF3njVqyoujqzWVjvhOu1P/PMM9mwYQNlZWWUlZWRnx9YsOUGkwkeeAB+/3vHpguAXUA18F9giud9liwRCk2nj1MMMuL+++HJJx2/lgJvIpojOQh/dK947rmw21j4g8lkIj8/n/z8fIqKimhvb6esrIz9+/c7rCoAtmzaxH/ffNPn49wFqLHtG669lm2vvkp8fDzx8fG0trZSWVmJxWLBYDAwYsQIR3Nz9OjRZGVlkZeXR15eHunp6eGzUVEU4cHtA98Baots5owZ5OTkhGcdIUBVQ1dXw3vvOS2tKl00cWlpIjT68svDEzQasq2Ly1SAymSlAQ5K22YTrHRJiWCmdcb27SLiWev76/m81WkAQZqXMmnSMV59NY+f/CSV/ftFwOvq1XJNdflCTJEeTiRrIDglVkZrJXSlG+tOytS3LsKI2sBRgJEaA0c7WuCAPiPHeqO7qnSA2xdt4ePv5bSricGJRz7YHhSJHhW+6CAU0Os0+i+OnyclgdgdW5cLRg0I82pChFaLHcn80TceqONwY+DPlrunDWPGGEn/L6wKfPxL/zWJGTDiksisJwZpoHp1v/8+5OSIoDFQr5SbWbpU3eZEsIp0gOuvv55f//rXXkO2gsakSWAyYQHKAK9HTJNJ1OkAvaxdKirg0ksFiW42CxJDVQEKxHP8OLzwgpzWLikp4uI+Nxfi4rqS6CC2Gwxw881yqdJzcoR4127bj9HYDiwE/gJ0ADBihGgghcujNiUlhVNOOQUIQZX+8MNuqvQkYLr9522ItkAX3HBDzOJFZixZ4kaiVwD/BjqBk4Cr8GFj9YtfSNcgSUhI4KSTTmL69Olulia9li1jQEcHGYimQDzuFjWOytRU6i6/nEOHDnHgwAF27dpFWVkZFouFxMRETjrpJLfPoTPOOINLLrmEcePG0adPn/B6kZeUeD/oId6z9+0/n52WxtgbAghJewiuaujLLxduUWYPWfGuXWKY5csv9Qsa7ejooMJOfod8LuAyadYC9MJu6+KnTi9YLBa2bNkC4Jgw8odjx45RU1ODwWBw+KMD5OUJsrx//01UVCzlwgu3uZHoLj0oqRFTpIcTUR50NWFQH4wG8CfMNRpEnVTQ+iEiWfCFCjVwdMHKvQFrpQscHTQJ4pMFUR4Im1/VHlAaYdx5/jBe+HI/bRbt1h/3vPUtF4waIK86838cj3ywnVfWHuz2/W6eUhAdvugAXz4Ondp8rRl+cXjXEiROGFuXHe/Bhue01Urm0a21QSt10GvpemgKYLvVWifqBk+NzJpikAo33+xK4DqJdDV0LDvbeREdCpGcopeczRXr14OioB4B6xD2AG5nH4oi6nRQpOlFpKekCBV3RYV3n3GjMR6rFY4d66C5WR5Ftwq1CbNmDVx5pfcaq1U8v/h4pHoOzc3CntliEY2Aw4fjgVqgFdGOGUpDgyCRZs8WFi+ffab/+idNmsSWLVvYvXs31dXV9FfHQ7TCZII33hBhonaMQyiXx+FDIdjaKvycxNhJDDJh6VLx3thxBPgXorUzGJiDF7KqXz+hRNc5XDRsUBTOWbqUczw22wALomHgaA3ddBOnn3kmQ4YNo6Ojg46ODsxmM7m5uWRkZPRsaKcPW5cGxPSABRgBnDt/fo9OCfiDuxpaTOm42ryp34uLRZ1ex7/y8nIURSE9PZ309PTQHswlY2IUMBK1FeoBnSbSXLF9+3aOHz9OWloaw4YNC1ivqtEHDBjgsBlqbBSfR3l5cP31Vfz1ryDm6kQ/TUI3IJ+IKdLDiSgPutpcWu+XRAdBsm8u9ZNQ3RNoqQlcA7D74/CuIwREbeCo0QRDpmmr3f2JtIGvJqOBv845uVv3ae20xsJHJUWwJPolYwfw8KWj9V9QOPD9O/Dln7XVJmZI6wt9Qti6aFFDA7J6dEftNJorolzIEEN40dwsSHRnyFgKN90E6enNjm2VlU6PzlAU6WGBXWnWB0GetyOUab7qQoVeHulpabBqFaxbJzxoKz16XVZrPCkpcOedclq7gNgnVPtZo8dVtMkktptM8PLLco2mp6TAgAHide/oAEUxAKoyUgh3qqpg5kyx/2/dGp7Q0b59+zJy5EgAPv/8c2zBpPnNng333ef41QCMJ4A6cOlSoWCOQQ4oCvy//ycaInaD/v3Aq0AbkA8U46LUVvG3v4njWrSQ6ACPPgrHjnXZbEA8vyRcmqAzZ9KvXz+GDx/O2LFjmTBhAieffDJ9+/btURK9sU6h4p9fdNm+H3iCVGqJJwuYBRiuuCLCq9OOxkaho1y82Emag/ieny8apYWFTv9uvfzRXX3CQ3ofly+H3/3ObZMBcJNVGgyCpZ6qv0hk06ZNgFCjGz0/AL3A0x/dNWh03ToLr72meqUJLnT2bDjvPLmmufwhRqSHE4MmQWIAtbbEhIZWVZp09iJaGxNbl0hL5EZt4CjA6Tdrq7O0CT9nSXHxuGwuGdu9JtcH2w7z4daYxYtMeHRFcCR6WqI5OsJFQaifl92Al8gi7zjjJzFbl3BCixoakNWju74l8OeP1CGjEPVChhgiC6OxL+PGTaFXryKvtycni8ygY17IkEBoamri/fff500//rjdhl1pZgZU1/VSb3V7/AcGa4Wqqm9qagr5sdLS/Anl+pKcfDUXX3xVyH8nXFADU+Pjuw62quS6ySRf4Kjqk26xCGsDgREAGAzfAu10djq96/uGMX7pnHPOwWQysXv3btasWRPcgzzxBNx7b5fNNuAjYLOv+yxdGtzfi0E/LFsmujq//a3b5jwgA0Giz0XYn7ihXz+4805p1c5eoSiwQKPlYt++YSE/Q0VjI8yYeoxz6pZTjugOWhHBos+Syt+5gbf4OZeSQny/flI+B3AncZOT3XNQQBwbf/1r4Z1eWKifP7rNZmPnzp0ADBkSgpWjS8go+Lnis9ngqafC8n9yxRVXMHnyZE499dSAtTabzW/Q6DnnVFFfbyUjI4m3305xNDa2bhWTUdGAGJEedkiqmNOAqFWlDZoESRrOAI/XRr0/vRo4KhUKpkCctqBavnpB2mYGwNPFE+hl7t5h8q43t9DRDUuYGMKHD76t5OWSg0Hd989XjZNX8ewKqwLv36W9Pr63tCGjJ4yti1aV85m3w6jLw7uWbkKx2nhkxQ8B6x6+ROKQUbALGfztI3JOA8QQGaSkCOuW/HzxVVGRzN13T+PIkZMd27KznRfRafb57sYgmFGz2czmzZvZuXOnfor2qVMdcmf1styrGeDLL+viDZ2RIf6X6upCP9+sqBBKPzEJ4H5bdnYSR46Mobg4VzcloN5IS4M//UmIaFX1uSsMBqH4rqoKj6I7VKhhqQMHgtk8DOiLzdYGOCcq+/UTas1w+bxnZWVx6aUiU2nVqlXsCpY1efLJLsrk7cBXCL/mz/Dimf6zn8X80nsSqq+53Wu7Fud7FAfMB25E+D53QQ8HiwaF1auFp5IW/PznUj6/5maorjWynyEUsZrtZPM68D4pvMYNNHABBm7GQCpcd52UzwHcSdyLL+56bFPzOtLS9PVHr6mp4ejRo5jNZk466aTgH8glZBTgIPA3oIu/wu9/D7NmBf93/CAzM5MLLriA3r19xv86UFtbS2NjI2az2eGPnpvrnAZQlEMYDDBvXja/+IWhi7WOrOcArogR6eFE6XrhwekPqkenhJg4OIOBaYEJ3foWr85MPQejCcZdo61W0rHuqA4cNZpgskZiT+L9H4KzeOm0wujffsyHW7UoUmMIFz74tpI73uy+1U6fpDheuH68vCGKnljzRODPGVdM+rl0CmgVJ4StC8DRfdrqJPSp1xo02ie5i1ZMLuxcEeD/Qs5pgBgiA9Xr+qOPuooFFy8W1iOvvOLclmo37WxubsZq7V6jPCkpiT59xHRqpaeXSbAwmeCWWwAYat+0Dy8KtYoKcfEdIlQivbGxEYs3c/NuICVFKP3y87uGvJnNYrteSsBwoKICbr3VaQngycmq5LrFImfg6Lhx4jV+5x3IzjYAajPxv4CC2QwJCU57o3A1A0499VQmTpwIwPLly6mp0WjL6Yk334RezmvV0eDwol4HvIWwPnKgpgaeeSZGpvcE7r1XTAXYsQV4AXCdSeiFDwniffdFl50LCBsOFy9/v+jdGx56KLzrCQLq8Wv1M99TyD72Y+FsrmMdubzGT2jgVgoZxZdcQC6HhDeUpFD90fPzxfGtokI0cz0bujabqNXLH33Hjh2AUKMnJISQbedh1VYKNOLF1i0Usl5H7NsnroXy8/PdgneHD4exY8FoPITNBgsW5DiCRteu1XcaINyIEenhRJR7dJqMBh6+ZGTAukdW7JDPXkQrQaGV8Igw1MBRLZAucBSE4tWsMYhu54rwriVEXDwum1umFnTrPp2KjdsXfcOjK7aHZ1Ex+MWjK3YERaJfMnYAX//6gugh0a0KfKUx0BKEQldSNbpitbH8mxPA1sWqwObXAtdJqoaOWks3V2jxqE/MgBGXRGY9MUiL668X4kiB48BBiouPcOgQXHaZGANvbITevXtjNBqxWq1B2bvk5OQAcEhPVtJ+sTwISEXYIniVtejgk56cnEx8fDw2m42GhoaQHistDf7xD/FzWZkgNdatExfPZWVgsZRy110bOXiwRioSWoXaCMjJ6eqRrkJRBAldXe302ZcBaWkiQHTdOpg4UW0WnQwkIyiZH7DZBMGUny/uE85mwPTp0ykoKKC9vZ0333wzuIkNkwn++U/HrwbgXOAqhPXRLoTvdoPrfe65R6Te/v73MUI9Urj/fuFvjgjXfBd4DxFQeYQAxoT33edGwEcFli8XxL9WNfovfiGdktvVCsUyfjy/7XMR6fydOpJ4lYdp5FckMJT3uIw8w6Gw+XLrCU87LlWFrk6ilZXp640O8MMPYspTzYYIGh6eaGX27/kB6vTAjh07WLp0KaWlXk3kvEIl0ocOHeq2Xc1KuflmVVggzo8WLoQzztB3GiDciBHp4cQJ4NHZRwNJe7ixTT57kUGTIEXDgWTLG9Jai0Rt4CgIld/oK7XVSvweqHjoktHcPKWg2/d7ueQgj3wQI9MjAcVqY92eWq54toSXSw50+/43Tyng79dNkFvp7InS9dDaoL3+sgXSKnCf/WIP9cdPAFuX0vXQrIG4Gn+DlO9F1Fq6uUKLR73k01AxhB+7dsG2bTjGif/f/9tIevrrlJV9xZQpYvxbJUKNRiPp6emAGFfuLsJCpLv4pN8DzMYjcMyjLhQYDAbd7F0qKuDyywVhoYrz8vKEUrCwECor/8ttt33I9OkHHY0MmaB6jZtMwt7Fk0xXfzebhU2tbKq6tDShtiwvhxtuALEHnQdcAgx3U9SHW5VuMpmYPXs2aWlpHD36/9k77/io6rz7v2cmhYQ0QhLSSUIPAQUUkBoFlKKoNAVF17Yqugqua9n9PY9ln7Wtu+LqrgXFuqA0ERWwQVBApCo9lBDSK+khZcrvj2/uzJ3JQO5kJnBvnPN65ZVk5nvv3H7nns/5nFPO6tWrXe74AFqFjwIMQtiEBAHFwBIgVz6gpkaE9oWFCdLTi47DqlXChgc4A7yLMBLSAROAmziHCl2vh08/1R6J7uBl3Sa6d1elGt1mhVLO8CveZ9/oy5nBZ8AVwF1AN7pTRigt1cIO8uX2JCRbN0cV+vLlHaOGLi8vp7i4GL1eTz9HU3ZXIfvuYcJ2PbOTXXZQMWP37t0cOnTI6nneFoxGI9nZ2YBzX/jqavjmm1sQ31wSAJg/X9yXPNkN0NHwEukdiZ6jICS27XH15W2PuUjQrDpNb4Bhd7Q9rjpftQ/Tmg4cBeiVrmxcc72qQ0cl/M+1A5ma5nrR692t2Sz4eLc691Enwfr9hVzyzDfc8u7P/JLnehjaXWOS+J9rB3bAknUwMtcrHKiD2R+ozo9bwsaDhbzynbJQPNXbuijtMOvuRuBQB6JTBI1qvBvQi45HXp7w4JR7cr79dneuvhr0+nLr68uXW63IiY4WnTBFRcosqOToECJd5pN+3itiO4h/Z5DsaSoqKtyaj9zapUcPmwIQBJkeGRlCXR0UF1epTtEtIS5OEDHx8a15I7NZvNa/v7A8VmMxIC8PxowRJLnAMOByhEu1TVHfcthy661iP3UEunbtys0334yvry/Hjx9n8+bN7ZuRk/DReOAeIBo4i1A/t0JtLcyc6Q0h7QiYTPD993DnnQAcBd5GKNC7ArcBYznP9euTT5Rbo6gJDl7W54VOB2+/rUoCOjgY/vrXA3Tr9hZlZYW8v/USvgz9CrgGEMvrgwlLTKwolnSQL7cnIXVEOdqKzZ8vfntaDS2p0ZOTkwkICGj/jEwm0UnTgiJEZ0cAtsBxQBSsPHwsVVRUkJWVhU6nUxQyCpCTk0NzczPBwcFERUXZvZebK+75p0+HkZIykG3bAkhJEeKF9HTxvlbgJdI7EnoDXP182+O+/rNqFblKVWfZZfUdvCTtgFKiQjEZdWGh6cBRUNYRIGHbq6o9B+R4bZ7r4aMA6w8WM/B/vb7pnobJbOHBZXtZsGwvtY3t823VLIluNsHej5SNHf84DLyhQxenvTCZLTzzxWHF41Vt6wLK7cJU2InWaYJGO0E3oBcdC4nMlXty5uVFsGIFmM1l+PgIL2m5gCymRdld2A6rlOjoaPR6PTU1NVRXu17sdQqDAf75T+u/FqAU8XBth0ceUVXgqORPv20brF8vCHX5A7ReH4rJBBER1axbZytkqAkSGWOxQLOTRqrwcKishOxs9dm7gFADFrfUEXv0cORdbKIPs1kQ6AcOwI03dlxBICYmhunTRaH/xx9/5NChdnZy/uMfwkJEhlDgTmAekHy+aefOFWSgF+7DZIJnnxUX2YkToaaGWmA10IDQn97LefZHfDysXi333dIWlBZMw8NVS0CXljYxfPjnPPDAambMaCI8vCeVlfdRUjUYAIPejJ+PiRx6kh6wg9zL1bcOEqqqbHWN3FxbR1RKCnz2GSQl2e5BFotn1dAes3VxKM5IBiuJOBSiIu1odY9g3z5hlZqSkmLtzGsLkq1Lr1690Mn8dKSwcckTPSMDRo2ydaRJ+0ELQaPgJdI7Hl0V2HOoWBU9PDmc6JC27V0+2ZWjPsWt0ofk/StUSeK6Ejj6rcKQvguKnqMgUJk9Dc11sPrujl0eD6A94aMSGoxmr2+6B7F+fyGDn/6aL/e33//1nrEaJdEBtrwETQqezv2CYfxjHb887YTScEvQgBJa4/7onSZotE5Bl59K94EXFwYSmbtli1AOC9cB6ftKPR9/fJZNmwQBKpGH7ijS/fz8iIqKIjw8nBpPsqqyh+b3gH8D2Y5jcnM9GjjqLpEOYvsHB8PdLV/7JDJ99GgoLg4lJATM5iruvlt9am6w2dPk5wvVtqMAsLTU5jOekaG+YkBcnAh7i40V9jq2OssvwH8QZijCXl/q2Cgr6ziLF4BBgwYxevRoANauXduu8wyAv/8dVqyAiAjrS37YQnlBFJw+wyFTwGQSxO2zz3p9093BmjWiOvPUU3b+4EHAVGAkwnIn5FzTP/WUqECpkFxWhDVrYOFCZWNXrFDlehYXF/PWW0soKdlHZaWOL75Ix8fnduR7zWTWEx1raLl261RLfsp93nfutCdxly0TjlDdutmT6Z5aj6qqKvLz89HpdPTv39+9mTkU8M/pj+6BTBQ5zGYzv/zyCwBDhw5VPN2JEyeA1rYukoghNnY7L774I0FBosNNbu+mlaBR8BLpHQ+Ntxgb9DrmDm91mraCan3SlRC59WWqLGQY9DruGJ2kaOyK3XnqK2ToDTD1n22Pk3BoDRxa22GL4ym0J3xUjiU/eq1e3MXfvjrMgmV7qWtq38OODnj95iH8ZZpGSfSDa2HLi8rGDp2vSi9uCd+5UAR86jqVK6E17o+uWSs3Ocwm+ObJtsdd85wq94EXFw4SmXvVVZLw0Q+JKHjssTKOHhUP35I1h0Skl5WV0exMhtwG7r77bh566CGrzYtHIHtolij1E22May88SaSDzX9XBIzK3wnBbIYzZ9Rr7SK3pzEYBO/qaBUAsHSpIAjUhtBQ+OADscxS4Kvovj+BoJltz0RG44UJHgWYMGECvXr1orm5mU8++YT6+nZ2O8+eDUVF1nBLOczACuBXRAhpq9V56ilBBHutXpTDZBIs2KJFwianXBSzcwB5H+4QYDKSKYgTPPqo8K1Xoc2JIqxZI9a/LTstnU5cGCRPK5XAbDaza9culixZQm1tKbfdFkxCwu2UlKRTUmJPGfr4iDpAR/iKexI2n3e46SYRiSCR6PPmiderqoQVv6fXQ1KjJyYmEhQU5N7MHLJOegAxOPijOxnnLk6ePEl1dTWBgYGKPd5ramooLi5Gp9O1ItIlEcPdd//MwYPf24WXJyRoK2gUvER6x6MTtBgnRXRVNE51D9d6Awy+SdlYlRYyHryqD1392/5CUdto5PVNTh+fLi7SboCBLlTbv/qjKrsDHPGXaQO5Z+x5m0TPC6/VS/tgMlt44L972hUmKsdrNw/h2ksV5FeoEYfXwarbkbdfnxf9pnbo4rgDk9nCZ78ok7gtmtiXyWmeT6L3KJTahKnUH/03EzQKyrulvOjUyMyE/fttXul/+EN3wsIgJ6e8VeBocHAwQUFBWCwWiotd/87o44xpdReyh2ZJcev0m6AHHq4lj/TKysr2BUI6ID5ecG+JiXKvboBQamshNLSGTZvMqlNzgy1wFGwWAe85aUb6/e+FujEvT33KesnnXSLJS0pAr5e6dA4gUcwt9SNycjrepkav1zNr1izCw8OprKxk5cqV7T/WDAb4wx9aWR3ogekIj+4iRAhpKwFqebnw5p4zx6tObwurVonry5VXirBJxLfTn4D3gU8BReWQRYtEN4FWYTKJE74tSDYXKgrmbGxs5Oeff+a1117jq6++orbWyOrVfVi37j5efz3JaZHQaISbbxZ/q5n8lO4zKSmi0eHMGdGBJpHokr3I8OEd54/utq0LiDYnGa5E2CPZ3R47IGh07969AAwePFjxdxgpkDQmJobAwMBW7xsMteh0Veh0OmIdUl+1FDQKXiK949EJAkc1/XDd5xpl4wIj2h5zEWDQ67j5MmVylve2n1KnynnmO+CrrBij1u4AZ/jLtFT+M28o/ob2KWQlq5cH/utVp58PJrOFn06W88y6g6T+7wa+OuCejdE9Y5O1S6KbTfDFw8rHB4Sr2r5i56kznKlrW9kZHujLg1f1bnPcRcXhdbDjP8rGqrRw7g0a9eK3BGeBoytXRrQEjpZ5PHBUgsViwWLx0D1/1CgrGZOMeKgrByrlYwwGMc5NhISEYDAYMJlMnvN5d4pgQIfFYqK+vq4DP8c9SER0Sgq89ZbNpkaCj48gBKqq7Dsb1ALHYkBiIkRHxwJJCN32z4Dgb6RiwfLlHa86DQgI4Oabb8bPz49Tp07xzTfftH9mBgP8p/V9OQERQtoDqEUQvgecTb9ypZCwrlnT/mXorDCZBJM6e7YdydeAUPx/jTiKEoE26bc//tEu70GT+OtfrUr88yIiQjW+6NXV1Xz77be88sorbNiwgYqKCgIDA7niimswmeaRnd2VmTMdO4YEfHwEMS2J6tVKflZVidqFnEy/8UZBoicmwrp1tq4hT5K4tbW15LQkNLtNpJtMrYKUneKf//R4cSYpKYnIyEi3bV3kPvUFLZXziIgI/P39VVloVgovkd7R6ASBo8N6dqOtbnq9ToxTHXQKSU6l4y4CJioM11Nt6KjeAKNdIP+UWCOoBFMHx3D4r1OYltb+AMSvDnjV6efC+v2FXP6375i7ZAfvbT9No9E98uGesUn8ZVqqh5buImDLS3DWhXN8xH2qtq9Qautyw5A4dVu6mE2w8XEFA3Wq9eb2Bo168VuDs8DRoqI0Vqy4DrN5MD4+wkda3s0sEentCRwFWL58OS+88AJlbbX+K8X27VbFbBds6jQ7VbrJJMa5Cb1eb1Wle8LeRQody8kRhLTsk4iMvInq6juZNi1Alb67YGtRX75cWJ40ttQhJZW30Sj4xalT7Tsb1ARHVbrgN0a3vLsHOIvJJATHy5aJwtOFKAhERUVx4403ArBjxw62bNnS/uLTrFnwpz+1ejkMEULaDzAigjC/BlqVk2trhV2H1zvdZuGycKG4gH76qfUtM3AQeAs4grBvmQbMQJhmOUVkpChWvPxyRy51x2PVKnF8KMErr1x0Ej0vL481a9awePFitm3bRkNDA927d+faa6/lzjsXMWzYFWzZoiMp6dwk+urV6rZ0AXt/dICPPrJ/32ikw3I4jhw5gsViIS4ujlB32XmHoNEynISKg10uhKcwYsQIFixYQJTw/moTFovFqkjv3VsIoOT7ITcX8lvCNuLi4sjNVWehWSm8RPqFgMYDR/ecrqAtwazZIsapDnWlbY9xZdxFgOZDRwHGPQo+AcrG7v2wY5fFwzDodfz71mHcNSap3fPwqtNtkBTod7y3kwXL9nKmrqntidpAkL+B/8zTsCc6uOaLDkKNPu7RDlscd2EyW1izT5mtyySFxcSLBqV2Ilhg8guqLG50qqBR3fm+2qq3mOHFhYXzwNGewDAgipUrYfNm+8BRqQ05r53sbkNDA42Nje2evhUcCP2Ult+n2xjXXnTvLp5n2mNt4wi5z7hjx3hAQH8SExPp0cNHtSQNiGNj7lyboltuUxMbK7gP6T01ho46qtLFfuiN0Go3AhsAUQSYMePCFgQGDBjApEmTANi8eTOfffYZRmesnhK89JIwdHbwKfYHbsJWOvgJ+BeCEG6Fp54S6vRZs+D77397pLrcwuXVV+HsWetbzYiI2lVABbYixeWITKJWCA+H774T16VZszp80TsUa9YIVb7SQo8nMzJcgNFoZP/+/SxZsoR33nmH/fv3Yzab6dmzJ3PnzuXBBx+kT5/LuO46Xyvx/MknzrMfjEbhxLN8uXotXcDeH33MGHGtlqOgQPx4+npmsVjYvXs3AGlpae7PUHb/NiOCxV8AWj1BeThoVILOBbFpYWEhdXV1+Pv7E99yw5Pvh/R0+PVX8f3HxyfOGv6qxkKzEniJ9AsBjbcaazqATKnqrPxkxy6HG9B86CgI4mjo7crGZv+oidBRR/zPte75poNQp/f/f+u5/+M9bDtRps592YGQK9A3Z7pf3PL30bFoYh9+feoapg7WqJ0LuO6LDnDdq6okbCW8vuk4FfVt27p07+qnbisRUO6NPnIBpE7v2GVpJ5R2B6jyPi/h8DpY9TuwtOGpq9JihhcXHlLg6JVXSoGjNvzxj7QKHE1ske6WlJRwVkYkKUVCSw95bm6u28sOtPI+lyiaVo/Tx4975OOkB2NPFAJCQ+Gdd8TfEtm8bZtQObZ0xPPOO/aFDLXBsatB6mzIybER6v7+sH69OkNHQfB63bvb7I1iY3UYDNchKNADQDEmk1gfeUHgQrTjjx49mmnTpqHX69m/fz/vvfceNe1lW2bPhspKQYjLoAcmATcjwvvqgNauvi2orRVS3IkTBSn/zDOdm1A3mUTR4IorWlm4yO+yvojSSwDCu/k+bNeiVtDpYMkSmDBBNR7h7YZSX3QJ4eEe97BuCzU1NWzevJnFixezZs0a8vPzMRgMXHLJJfz+97/njjvuoF+/fuh0ulbE85w5rRXpPXqI60BWliCm1Ux+ynM4cnJs3U8OttyKayBKkZOTQ3FxMb6+vlx66aXuz1B2n89BXKP8gFYSIw8GjdbW1nLgwAEaGlz7zn+85btGSkoKhpbzW+5Tn5Vl4tlnc8nNhQcf7GnnU6+2QrMSeIn0CwGNtxor9T7PLmtnunpHoucoCFZwYdn7gWqtdaAThI4CDLhW+djPH1T1/jgX3PVNB2g2w4aDRdzyzs+k/u8GFn+b2akJdZPZwrbjZdz4760eU6D7++hYOKE3h5+dwsMT+6rbiqItuOqLjg5mf6BawhZg48FCXvlOGbFz/aWx6t5/ZhPs/7TtcaDa4NeNBwt5d1u2orGqzEIBmb3Oea6VOgPMfl/V54YXFx6ZmXDggM0rfenSYuLidpOVVdYqcDQoKIiIiAgsFovV/9QVeJxIHzvWTuEYB4wFJjiOW7LEI4SfJ4n0vDyYPl2QG/7+4rWEBPFAnZRUT07OLq666gdGj1Zv27e8qyEhQfw42gesWwcDVdwMFxoKa9fC4MG27gCTKR6D4RrgdgRFKvDuu2IdL2Q7/uWXX878+fMJCAggPz+fJUuWWD12XYbBAE8/LchwB9amP3A3MBeRNyBhC0KX32o1GxrEvAIDBcncWVTqEnk+a5YoFkycCDt2WN9uBLYCrwByg6fJwCJgPMJmyim6d1eNP7hHoNQXXcLDD1+Q4kFTUxNZWVmsXr2aV155hS1btlBbW0twcDBXXXUVjzzyCDfeeKNd0KN0HkuEZ04OFBW1Xlx/f9HcoQVbl7y81s69kgo9Pt5GsKen41ELsZ9/FvkSgwcPJiBAYTf++TB2rFhgnY7DLS/1R9gnAWIlPRw0euTIEVavXs3y5ctdmk7yR5dsXSRI9/aePSuoqLCwdGkAp09HWkl0tRaa24KXSL8Q0Hjg6PDkcKJD/Nsc98muHPURfnoDDLuj7XEqttaBThI62nMUBIQpG9tUI/ygNQhP+KZLaDRaWPz9iU6nUpfI8/s/3s3A/93ILe/+zL5czzyNTRsUzeFnp7BwUj91E7BK4aov+vjHYeANHbY47sJktvD0usNtD2yBJmxdlNy7AyNUaSdiMlt45ou294cOlQeNKrHXsZggUIHVnhe/GTgLHH3iic2MHv0lBsMJp4GjPXv2BOD06VYGKm1CIqJLS0vbpWhvBYPBThEZiCDRW0Wb5eUJn1U3ERcXh06no6qqyu3AUbm1S48eNkID4PPPzxIS8hXl5T+Qk2NSddt3aKjt2MjNhfnz7d+//37xupqRmGgrAEjBom++ORIRPGrDvffCzp1c8Hb85ORk7rnnHiIjI6murmbp0qUcPOjUgEUZZswQqYMO6nQDwjNd+ubYCGxHxK7+C1iHCPO1Q1OTIIcnToRu3QS5vny5YIe0QqxL3ueLFgnV9MSJotggU6PWA5sQBPp3QA3CRV9CMOfxQg8PF+r94mLNk+jW0EQnvuh5xFFFiPMJu3eHv/zF48tjsVioqKhg//79rF+/nrfeeosXXniBDz/8kAMHDmA2m0lMTGTWrFksXLiQcePG0bVr11brJPcSl1TcTU22Q9jXV1zncnJg3jx127rI16eqyrkKPTRUdAp5uiBQVVXF0aNHARg+fLhnZmowwKuvYrFYkJKMrGlfUqVg8WKPFmmkdejbt6/iac6ePWstsvfp06fV+wkJsGxZBPAEcBeg46OPtEuig4IgZS88AClwdFUb1hZf/xkGXKe6lmODXsfc4YltKggLqxrYeeoMV/RS2YNq915tjwHRnp98YVuuXMHE1GhFqkEpdFR1+0FvgBELIOM5ZeO3vACR/SBNe1+6JN/02K8Os+THU27PT1KpbzhYRBdfPXMvT+DqgTEMTw7XDFlsMlvYcbKcj3/OZvPRUhqMbdgvtAMiTFTF0i9X0R5f9PGPddjieAKvbzpOUbWyVkFVE7cSlNq6DJ6juns7KPdGtwBPXafioFGNW+h5cXEgkbkgwhTnzYOsrBhWrDgKFOLjI5S68sDRnj17smfPnnYR6V27dqV79+6Ul5eTl5fn9GHTZSidhwf8U/38/OjRowdFRUXk5eWRmtr+8G5JzV1TI1rrx42zeah++GE4Op0/JlMjiYmlLF8erVrlo4TcXBvBnJQkMgX/+EfbOkmqu7w8cdypjYCSgkd9fGzngg1ngBJ8fPpz002Cg77Q7fjh4eHcddddrF69muPHj7Nq1SpKSkq48sorXfLwtUJSp9fWSgEJreAHzEEosE8Be4F9wEBgDE6sFWpqBGEsITQUfvc7uOEGoRZVg5WJySSKaoWF4uK3dSv8619wjgDhaoR3/G5sAYeRiPUf1NZnPfywutbdTUgEbcmpWjKKF5Eg64DLJZ50MoiihI1MJhSHQuPbb3tkGxiNRgoKCsjNzSUvL4/c3Fxqa2tbjQsJCaFXr14MHz6cmDYsPxw9rJcvb23pEhkpaitz59psXbZsUd91DOzXZ/p0eOstEQgtR2Ym1NWJdfDk9XjPnj2YzWaSkpLo0cMDThPS+drYSO6iRdS88w5dampsXTPx8YJE92CBqqGhgezsbAD6yb/8tIGTJ09isViIiooiJKR1QclWaDYAIhh1/nxtK9K9RPqFgiuBoyokc5MiurY9CJX6pyq1zNm/Aq7+P1WSHWALHa0827av8LeHi9RHpIMIP9z+mlCcK8GqO6BgH1z9145drg7CX6alMiShG4s+3UejyTNK8oZmM+9tP817208T6KdnSlo0Y/pEER3SRTXEuslsYeepMxRVnaWstpE9ORVkdBB5DiJM9KWZg7Xtg+6IQ2vbLr46QuW+6K5YuoDKiVsQntw7/qNsrEptXZTes+8cncTkNM/5L3ocSnNOVGqh58XFgZzMDQ4WfNqNN0rHeSErVwr/dEl1GxpqU6QXFhbS2NiIv3/bHZtyJCQkUF5eTm5urmeIdAeSpBHIBYyI9m8rPOSTnpCQQFFREbm5uW4R6SC2Z2ioIKi6dRMks/Dn1QGxhIWd4tlnC5g7N5qoKPUqIPPy7En08HBBotuKMzaCau5cVLku0rmQmWkjy1JS4P/9v2LuvvsdzGYdx47dB4RftHb8Ll26MHfuXL7//nu2bdvGDz/8QElJCTNmzMDPr51B2C+/LFSdL7/c6i0d0KvlJxdBqGciwkgPAtMQgZrnRFWVCOZ89VVxgbnhBrHR9HpxQKSndzzBLKnNMzLgyBHx2wU7kg+wqfBjgHGI60qb38z+9CcR8tpJUFUFx45BSYmFrOIg0skgg3QSyGMnl3ETK8huoTdrCLYR6TodfPqpy0SnyWSivr6euro66/0iLy+PwsJCTA6dDgaDgejoaBISEkhISCA+Pp5QFy4uwcG2a1NWFsycaWeHD4gCW0yMOHzS09Vt6yJ5ckvX5ClT7LvOpN9z54pxnroOG41G9uwRfRoeUaOvWSOKUS0q78MAwcH0u/lmfKZPFzukA4pUJ06cwGQy0b17dyIiIhRPJ/mjO9q6gH2hOSVFdEDNn9+60Kw1eIn0CwWNq6U075Me2L3t9vv6MtUWMsAWOqqEiFqxO4+/TFMhCaU3wPTXXSMIt/8L4oap2q7ifJg6OIZr0qJ5ePk+vjzg2UTt+iYzq/cWsHqvsDQI9NMzeWAPYsIC0aHjil7dGZnSvcOPA0lt/lNWGcdLatl+spyaBmPbE3oA1w2OZvHNQ9V3rLuDg2tg9V1tj7NCp3rvZ6UWIhIWTeyrbuLW6smtACFxqrR1Acguq1M0TtUWO4fXKeh00gmLPZXuBy8uHqSH6CuvFF7pgi4CKOWRR5pZvtyXefPk5Gco3bp1o6KigtzcXKcPjedDSkoKNTU1dO/uIbGD5JOenw8Iwu9joDsORPqSJcJawM2H7vj4eHbt2uURn3QJUqCovQoylquvPsXjjxdQXDzUOk5N5LMEeWeDnJCaM0f4Cc+bJ5ZbUnMbjWJ3qW1damrsSXShOI9i7944Xn89G/gMuIN//ENvR3pcSJW9Xq9n0qRJREVFsW7dOo4ePcq7777L3LlzCQsLa99M//53GDFCyFbPYVmUgPBPL0YQ6kcAeRksH+GX24Nz+ObW1Ngb6P/f/0FAgGD5rrgCKioEwT5unPhdUnJ+okyuLI+JgVGjxP8ZGWA2i8rUTz8J/4o2AgMtQAmiSJAN3ILNf7k3EITIXuiFAgI9JESkBDumN2sYViV6CSz7417mPRBGFr1IJ4OX+SNzWIkRX5I4xWbGE0M+zYhAVvOTT2KeOhVzTQ0mk4m6ujrq6+utJPm5fjc2Np5zeYKCgqyEeUJCAjExMfj6+rq/bsvENUse/2EwiB/Jeisjw/MqblfQ3NxMVlYWFouF/v37Ox1TVSXqF8uXw+jRtvuK0Sgsa5YuFY5oEom7ZYtnOmsOHTpEXV0doaGh51w2xVizRuQUtCShWhDXHGpqGPDJJ+L8krzQPIzMzEwAl9bBYrFY/dEdBQK2QnMR3buv5tln+zBq1NV2xQ5P7ocLCS+RfqGg8cBRySe9qPrcF3YQPukPXtVbXaSW3gCDb1KmHFS5vcuDV/Xh7R+zqGs8v++eFDr68EQPqJ08jbQb4MgMOLRG+TRrH1Cl7ZFSGPQ6Xr9lKFP3F3pUne6I+iYza/bZyPrXN5/Az6Dj0oQwhiV1IyzAj+qGZiwW6BboR0Sw/3mV7I7K8sqztmnDu/pxpq7j1ebnQnhXX/7v+rTOpUIH+OZ/RPHIFajcFx2UW4gARIf48+BVrpFTFxxKPLklTH5BldcuJR0COiBazRY7rhQ0VLofvLj4sA8cDWbevCDWravl1KlixoyJtz6IS0Ruz549qaio4PTp0y4T6YMHD2bw4MGeW3jJJ73F71m6I5Yj1OlWvbzkk+7mw7fk815QUIDRaMTHx/1Hyfh4QeKMGSMn02NZuRIsloILbiPiKuSdDfHxImB02DBBPs2ZIwTJixYJEj0xUUxz113qU6XLCwKSQjA3V8fnn98AvIEo02xn0aIxDBtmCx6VFKoXcn0uueQSwsPD+fTTTykuLubtt9/mpptusnaMuIxZs+DGG8WKv/mm8MB2gh7ATIRneKDs9QzgOCJoMwkRWJqMsEE55xPx2bOCMFtznuehkBBhDzN9uiDIf/gBDh8WgaDypFe9XryvECYgB0GeZwIVsvdysbnjT8IFsuimm+C//9WEjYvJZKK8vJz6+noaGxtpamqy/pb/XVHRyOnTTZw82UhpaRPTHq9iHq/zX+aSRTdmMBx4ET1GJrGEpci+FwYEiG3x97+3axl1Oh2BgYGEhoZaSfP4+HjCwsLaZ2fkBHIblDlzwJG/N5lsedZywvNCXrfq6+s5duwYR48e5eTJkzQ3i87822+/neTkZLux8sLAunXClu3QIdv7RiP8v/8n3ps+3XPKeovFYg0Zveyyy9Dr3YihNJmEEt1i4wp0iOjnI4iCFgsXwvXXe/xcM5lMVmW5K7YuhYWF1NXV4efnR6J0k2uBdF9paMhizpxSLBZx8EgBpGrvcDgfvET6hYIUONrWg7dKA0c175Peb6oyIl3l9i5S6KgSr/T3tp9SX1FDwsx3IGsznK1oeyxAcy2svhtmv9exy9XB6Eh1+rnQZLKwM7uCndnn3tZB/nrG9I4kJTKI0ABfqhuaOXGBleVKcWW/CH4/rrdqbGw8ioNrXCfRNeCLDvDd4SLFY5+ePlD9+1Zp99jIBarsFHClQ0DVFjtKCxrpT6pyP3hx8eEscHTDhhiuvvo4q1cXYjTGOw0c/eWXX9rlk94hkCnAAoEwoBIoxCEu8vPP3SbSw8PDCQwMpL6+nqKiIiux7g5yc4VqW74PIA6LBfT6Yj780EhCgo9q/cXBZlMj/S0FqObkCH4WbCR6To5YT7Up7B0LAhJJnpsbhsEwBZNpLTrdZrKze5GeHmNnXXMxVPYJCQncc889fPLJJxQWFvLhhx8ybdo0hg4d2r4ZGgwwYYL4WbNGFKjOYYMS6PC/f8tPA3C05QegK0K5fkP7lkgo5P/1L/FzPrhAoh9GBKfKpQ0+QAqiiyXK4fU2ERkJ//63alXojY2NFBcXU1RURFFREYWFhZSUlLSySHFEQwN8/LHw0p45U3iEl1fCR9zAULayiUnWsbP4hFgcvotcd50ocCBIcYPBQGBgIIGBgXTt2vW8vwMDAwkICPAYYe4MUh1Grgx2hI+P6KqJjb3whGdubi7ff/89OTk5mB2O74EDBzq1r5EXBqZObX1aFBSIdQoN9ayyPj8/n4KCAnx8fNp//ZHw449WOxc5woHR0j+5uR4pjDuisLCQhoYGunbt6tK9XVKjp6SkYHAg96X7yptvHuTsWfsA04SEi9vh4C68RPqFgsYDR0HjPumdxN4FOkHoKIjj+7p/wYr5yqc5tAZSr1e98rYtyNXpj63eT23jxSeqaxvNbDxUjGhaVSc6rQJdwsG1sOpO16dTuS86CNJ2zb58RWNVb+kiQaknt0q90ZV2CCxU+/5QWtBQGjruxW8O5w4cPc75AkdBPDw3Nze3q62+traW5uZmunXr5v5KOPikxyCI9AIciPTFi4VVhBvBZDqdjvj4eI4dO0ZeXp7bRLqjv7ifn/AihlAgELO5nnnzyli5Mlq1/uKOiI8XGY4jRthnvBqNgshJSRGFGTUq8KSCgHy/pKTAm29ewtSpRzEaj6LXryIr617GjPGz2iXAxVHZh4aGcuedd7J27VoOHTrEunXrKC4u5pprrnFPFTpjhlB8/u1v8PzzbdqjzEJYeRQigklPIRTfdeAYO8l3COulOATR3gWblYq7aGz5vCqH372AtJYxYQgSPRDoiyDPUxDhqooRGAh33y2qRCoJE7VYLNTW1toR5kVFRZw5R5Cqv78/wcHB+Pv74+fnZ/3t5+eH0ehPcbEfFos/lZV+fP21P2+/7cejj/qRk+PPJgwIEx8doGcnN/AM00ikAL1ej/7jj9HPno1Op0Ov13coId4eyJXbGRnOOoIEjEZxT+xoSxeLxUJxcTE+Pj5WX26DwWANvYyOjqZ///7079+fHj16nHN7Sv7oY8bYLGpiWx4bC2R1DovFs57ckho9LS2Nrl2V8WXnhNJgcA8EiDsiPj6eRx55hPLycpeun8780auqbEVZo7Gcs2fFuTFw4EC7orhaO82UwEukX0hoPHBU0z7prti7qNSnXkKnCB0FoQ6c9QGs+h3Iks/Pi8/uE8SUTztDhVQESZ2+42Q5H/+czXeHS2g2d4zli1bRxVfP3MsTuHpgTOdUoEtoT7CozgCzlmpCZfv6puNU1Ld9vQoP9FW/pQsIO5E9CrpjVOyNrrTgnRThqLtTGTRum+fFxYfzwNFLEMYM0U4DR7t160ZwcDA1NTXk5eW1ai9vCz///DMbNmwgLS2NWbNmub8SY8eKp9H8fLBYiEW0gDvt1fBAS3hCQgLHjh0jNzeXkSNHtns+YF/IWLxYzvHrgNswGMIICeli9RcH9Sm5naG6urWYuaBAkM7Llqk3dFSCo82LTqcjOno6eXkFmM3lwA6MxnFWEuRiqux9fX2ZNWsWUVFRbN68mZ9//pmCggKuvfZaevRw49pvMMD//q/IFvjrX+HFF89LqOsR5HgcMAZhn5KP/RNOLcJj3RH+QAAwCJjQ8poZYRkT4PBjRBDk4YBkZHMGeBt7lbndqmAj0mOAu1qW0+VSQ1CQCBL1QN6CJ1BWVsahQ4fIycmhqKiIujrnuS8hISFER0cTHR1NTEwM0dHR57RIkZPMa9bYui6eeEKcty++aBv7HI/zDr8ni0uZxg8igPTTV4RVkEphC06Vwp3F644keo8e4O/fcZYuFouFnJwcjh49ytGjR6moqGDIkCFcf/31AMTExDBt2jR69+6tqOAsEbeOu1Qi0OPjRYOA5PfuKU/u2tpaDh8WHZ4eCRl1KIwXIa4Dg4CB5xnnKYSEhBASEqJ4/NmzZ62ZKZI/umOh5uTJAwD06tWLM2e6XhQ7sI6Al0i/kNB44KimfdJBub2LUqXhRUKnCB2VkHYDsBRW3aFsvPEs/D0Frv+PJgjEtmDQ6xjdJ4LRfSIwmS289v1x3txy8oL7jasNXf0M/H5cCg9e1Ue9x66ncHAtrFZ4/Msxc6kmujPW72/bh1vCDUPitLG/T2+HGgVKkKG3q7ZbQGlhXOm4i4aeo4S90VnnijNvyKgXStA6cLR7yw/88Y82pbrtwU9HUlISBw4c4PTp0y4T6VEtDGVubq5nVsBgEEbcM2cCNp90p0S6B1rCJRW6JwJHpUJGZqbNYsdgEDaxPj7RGI1w5Ij4X81Kbjlyc4WtQFNT6/caG+0D/Y4dg7591UcmONq8AGzfHshll82kpOQEksmA2SzU63If+4thwaPT6Rg/fjyRkZGsXbuW3Nxc3nrrLUaOHMn48ePx9/dveybngsEATz8N//M/YiXfeEOYLDefXyBgABKdvD4OoVgvxUZ8N8p+JJwFfjjP/C/DRqQHyubVBQhB9HRIv+V8oQ4RnqoYXbrAtdfCffeJ68ZFJtArKio4cuQIBw4coNBBlavT6YiIiLAjzXv06OGSSlhuDzJvHnYWRnISHeAdfs8y5jKP5SKAtMcRtowMQq0iW8dwUWm9/Pxs110J/v62sGRPW7oUFRXx5Zdf2t1DHPM2dDodl19+udPpzWYzp0+fpqSkhBEjRrTyRo+NtXUASQgNhU8/9aw3OsDu3bsxmUwkJCQQK8nf3UFZmd2/hxBWUXpkRHpCgiigqwAnT57EYrEQGRlptduRn0Pjx1u4/fb9AERGDrKzEdJCUfx88BLpFxIaV05p3ie95ygIjmmbANnzPox7VLUECHSS0FEJaTPgyBfKw0cba4QlzJyPOgWZLsGg17FwUl/+MKHPb1Kl3sVHz5X9o7h1ZE9GpnTXBqHqLg6va4cSXQ+z3tMIiV7Ag8v3KR4/KTW6A5fGg8hcr2yciu1EKurOXxAHiFFzyKiEo1+dh0QHsHhDRr1QBPvAUUEgPPqoTbHnLHD0wIED1tZzVxAXF4der6eqqoqqqiqnXq8uY8YMoTZfvBhJp3aG1qGIgNst4fLlr6iocNuepqZGkOiSvUtQEBw9atvmglQXinW1K7klS5ScHEHmFBfbk1PFLVopSZl+883qXR+577uELl16YqNvbSp7WzipWP/QUFi71mb7cqGQmppKXFwcGzdu5MiRI2zfvp1ff/2Vq666iiFDhrhn9yL3UDeZhEr9n/+0tasoQBBwlex/M4IAP9vyEyB7TwcMl70n/RgQBHmkbGwX4IGW190oGQgEB8PVV8OAAWJnXmTy3GKxUFRUZFUuFxfbBId6vZ5evXrRt29fK2neHqstOSR7EInwmzdPuNj8+c+2MY8/DitXWsjK6sW8qO9Z9tQx5v3DQlRUkKoLfc6KBPLCHohdLWU8zJsnipf9+nnu+rR+/Xp27twJgJ+fH6mpqfTv35+UlBT8/JR1nBcWFvLBBx/g6+vLiBEj7NZr+nR46y1hNSVHZqbwu/ekRY3RaGT37t2Ah9ToJpNIppbmD/za8vcA+bh//MPj5+S2bds4deoUI0eOdClEXbJ16SPLarE/h/JZvPgMc+b4ct99/Tl1CtUHiCuFl0i/kNB44Cgo90lXpaWI3gDD7oCM584/rqYAfngZ0h+/MMvVDrgSOvrWDyfV2SEgx8x34Pg30FSrfJp1D0H/aZ2OIHGmUn9naxa1bRRNtIjfJHkuwWyCLx52fbqZ72qCRN94sJAFy5ST6JogbUEUP5R0NoFqi+Ims4W/fnWkzXH/o+ZuJhDn0MY27tMB4eI+4YUX54GzwNGFC3P53e+O8Le/xWE0DmwVOJqSkgIIVXlTU5NiAgAEeRAdHU1BQQG5ubmeIdJBWLYsXkwgItwwDntizorjyrqEzgU/Pz8SExPJzs7m6NGjXHHFFW7NT24jsny5bV8I/AgcpmfPWTz0UHfV27tI6yIvAjjD88/b1KCg3vWRIBHkOTmCZBNcpgn4kpqaoUCCdUxWljiPbrwRNm268OsVGhrKTTfdxPHjx9m4cSPl5eV88cUX7Ny5k2uuucZ67roFuUr9xx9FcSozU4RuOihKzwc9otDlzEQtEHAlZSWy7SHnR/fu8NBDqrBtMZvNdrYflZWV1vf0ej09e/YkNTWV1NRU9z2pnSAhwZ5Ml5PoACtXwrJlupZzOJh5/xjGJ5+os7tEjuBg2zU2K0uQ6PUOjrwrV8Jll9nWfe5cz9q6SIXXQYMGMWnSJJdsRCQYWy6wQUFBQOvix5Qp9vdz6ffcuWKcp9bl119/pba2lpCQEFJTU92foUPQ6F5ExkEIDkR6pNtneytkZmaSk5ND//79FU9jsVisQaNyIh1s59DYsYGcPj2ct9/WAX5WEt2THvUXC26UZb1wGVLgaFv4+s/iAVGFUNrmvXRbNhsPej4EwW0oVQhmPCcIExVjokL1Zn2Tidc3nejgpXETegNM/7dr0zRUwOq7O2Z5VAJJpf7rU9ew/J6R3DGqJ118tX3Z7uKjZ0paNP+9ewSHnp3MG7cOY3TvCHUTdh2BLS+1oaR1glEPiQ4OlcNktvD0usMuTfPUdSonbUEZcQsIOxH1+qMrDRrt1lXlWRSnt7ctTDh7RozzwovzQCI/U1JESGRKCuTkZPPss9sxmQ45DRzt1q0bYWFhmEymdqnSE1qeInPkUkB3MXYsxMUBcCmCWHN6VV2y5NwMr0JIpMGRI20X5dqCZCOyZQsMHy5UkrYu/2ygkOzsTLKz1W/vEhoK774r/s7JEcv79tutx91+uy3IU83rA/bBo4mJwvJBYBuwj4qK/3LppYWMGWMj0Y1GqKx0SaztcfTp04cFCxYwefJkAgICKC4u5sMPP2T58uWUOxrYtxcGg9g4c+cKYr2oCDZvFoR0oEozRkJCRPfKd9+Jn2XLxDIXFwtP+ItEohuNRjIzM/n88895+eWXef/999mxYweVlZX4+voyYMAAbrzxRv70pz9x++23c/nll3uERK+qsuMurUhIEL7ocjz3nDhn5YrulBRx/1A7iS7Zn8yda1vunJzWdZ9HHhG/MzJs69be61NdXR1ff/01R48etb52+eWXc//99zNz5sx2keggvPEBazApiP21fLnt+gPit/y+Lvm9e8CVDLPZzLZt2wC44oorMHjivPn8c+ufzYgyMsBYHNTPHg4abWhosNrs9OqlvJs2Pz+furo6/P39SXTSfpSQAMuWhSNKglMA+OijzkGig1eRfuGh8cDR4cnhxIR2afMhXAc888VhJqVGq4sccUUhuPEJVSueXQkdXbotS/2q9LQb4MgM5RYvIMYOuE4T5KI7MOh1XNGrO1f06s7/u3YgO06W81NWGcdLatlyrJSGZvV6qgf56xnTO5LeUcFc0av7b0957gizSZDoW15wYSI9zHpXM8f565uOU1StLMwSYNHEvkxO65jQHI9CCXELqN1O5LvDRYrGKQ0kvWjQeO6MF+qB88BR6aEwlxUrLFx1lc4ucFSn09GrVy/27NlDVlYWffv2dekzExMT+fnnnz3nkw6CAPv97+Gpp84/Li/PbZ/0/v37s379enJzc6mpqSHYTSZYshHJzRV2JzZFej/gJCZTJj4+o3jlFfXbu8TFCVsXHx+bfYsjjEZhY6Ol4FFpn0gFgkcfvYIFC04Cpzlz5iPOnPkdPj5RVvLqYnqmSzAYDIwcOZJLLrmEjIwMdu3aRWZmJsePH2f48OGMHz+egACnfRvt/UCbHco//yk2QkaGMJMPC4MdO2DDBjh71nOfqQQBATBtmmp8ziWYzWZOnTrFgQMHOHLkCI2NNtu5gIAA+vXrR//+/enVq5fbli3O4BiKKCf4vvhCXE7leOcde2/xefPQhBIdWtu6PPFE6/Xz8RGhzunpYnu01waloaGBn376iZ9++ommpiZOnDhB37590ev1+Pj4uBcCDJSWlgL2RDqIYne/fnDokO21jz6CESNsinVP+aMfPXqUM2fOEBAQwLBhw9yf4Zo1wr+sBXuAGkTGwRDHsR4OGj116hRms5nu3bu7ZNUm2br06tXLaSEhNxfmz7d/bf78zqNI9xLpFxoaf/Az6HU8dV0q932897zjLKjUK12pvQ6ouqABroWOVp3VgFc6CIuXrM1wtkL5NKvuFL81QjK6C7n1Cwj1r0Ssmy0QGuDLvtwKMo6WXvDQ0i4+etL7RTKsZzgRwf5Ehwi7jt80cS7H4XXwxUOuHd8gPNHTbuiQRfI0Nh5UHi4KEB3iz4NXKffiu6hQ6o0+coFq8xs2HixUZAkGGgga1XjujBfqgkQUXHUV7N8PIrLTANSwaFEln37azSFwFCuRfvKk6yH1kiK9qKiIxsZG98IQ5ZC1Vx9AhJSNA1qdBW4q2kJCQoiPjycvL4+jR4+eMxTOFUjK5+xsuaqwH7AeyMForGfmzMBWfvVqg2OAqv362PDnP9sIOaMR8vPVuz7vvivsEiQSXRAhvlgs83jggQ8Q0bYfYTTeQUpKeCvP9ItdKAgICGDKlClcfvnlfPPNNxw7dowdO3bw66+/kp6ezmWXXeYZRakcck91OUwme4K9WzeoqAC9HnQ6EWbqgj0MkZHw2msQEeF8nirwOZfDYrGQn5/PgQMHOHToELW1NlvPkJAQBgwYQP/+/enZs6d7nvZtoKpKhP1K5LJEHickCBJ9huyx8u234YUXWgeQakGJDmJdwd7+xBmJvnq1sOiWtoerli7Nzc3s3LmTrVu3cralWBQbG8uECRPQ6Tz3LCgp0iMdLE6qq4UPuhxy4tZT/ugWi4WtW7cCQmHvirWbU5hM8LDN7rMZ2Nry9zhkhK1OJ6qTHg4alb7DuKJGBzh27BiAUyFBbi6MHLmNgoJ4kpMT+fhjHfPntz7XtAwvkX6h0Qke/CanxXDX6CRFD+OqU7TpDTD5RRFWqQSZ61VLpIMIHX3rhyzqm9pu0X3lu2P0iw5St/JTb4Dr/qV8/wBggVV3QME+uPqvHbZoaoUjsS5BIti3nSyloLKBmLAuhAX4Ud3QzImSWrafLKemwXiOubaGpCxPiQyiW6Af4V39OFPXSOXZZnTovGrztnBoLax0MVgUHcx+XxOe6CCOuWe+cM3S5enpA7VxzLjijd7PFVfTCwel+0cHRGvBs76uXITvWs5VMNSJwrlKLXa8UB8yMwWJLjxVfbnnnhiWL8/j9Okcxozp1orATU5ORqfTUVpaSnV1tUtt6iEhIYwZM4bIyEiPEgxypdoB4BgQgxMi3U2fdBD2Lnl5eRw6dMgjRLrcK/2VV2DmTDAaQ4FooAg4htF4KUlJ6rdDkQeopqTA//2fIN7kkIgsqSP+rrvUq0qXq+zlJPk//uEPzAfeB4qBD7jttjtJSAi180wHQVpebNIxIiKCefPmcfLkSb7++mtKSkrYsGEDu3bt4uqrr6ZPnz6ePR+d4VwEu4SnnhIdI/n5UFoqiPLoaEGQ//CD+N29uzCrj4sTpJpEkp9rnipAaWkpBw4c4MCBA1RU2AQlgYGBDBw4kEGDBpGQkNDx2x97JbpcYZ6eDk8+CffcI8b5+Aih8HXXifHyAFKtKNEdVffLltkHaEswGgWJLi8SuHKNPXLkCOvXr6empXUrIiKCq666igEDBnh8n5aVldHQAM3Ntmdf6XqTnS2uqUuWwP33dwxxm52dTUFBAT4+PowYMcL9GTp4o/sgjFB+Qdi0WWGxCNW6B4ticp9zV0JGa2pqKGwpyDtOl5cHY8dWUlDwLWFhsG7dQtLSwuwKOVKhRsuBo14i/UKjEwSOgvDnVkKkZ5fVtznmgiN1OqT/ue3QUYD9K+Dq/1Nti75Br+PecSmKFaBPrDmgPrsdR6ROhzkfwdr7XQsf3f4viBumGdKxo3Eugl2CyWxh56kzFFWdpaxWEOKWFkV7dYP4u1ugn1dZ7gkcXAur73B9uvGPa+p4Vuq9DaDXwetzh6q7sCfBJW909RK3SvePBQ141h9eB6t+h1ja80DFFjteqAvOAkc/+yyRq6/OY9WqXIzGS1oFjgYEBBAXF0deXh4nT55kyJBWDdjnxcSJEz2/IpJPen4+vRFE+glgjOO4JUvcDhVMTU3lm2++4fTp09TW1lqD39oLuZL7ppsc7V2KgEx8fC7l1Ve1Y4cCgpiaM8f5OINBrGdBgTju1EA2O4Pc/ig+Hodg0QCMxvnAe0A5Tz+9jIaGe1mxQm8tJEgWN6GhsHatrXhwsdCrVy/uu+8+9u7dy+bNmykrK2PZsmVERkYyaNAgBg0a5JLFgUch2cM4w6RJF3RR3EV1dTUHDx7kwIEDVtINRGBx//79GTRoECkpKZ7vBmgDjjYncjJdItHBRqKDfQCpVpToYL+uY1puBI4keo8eIvvA1SKB2Wy2dg34+PhQU1NDWFgY6enpDB48uEM6CpqamigqquTjj+HTTyP44Qch1JbnOICoR61bB9One564lbzRhwwZ4pmwW4cOMR0wsOXHDgsX2rdKeABnzpyhsrISg8FAUlKS4ukkW5e4uLhW9/7gYAgM/IWwMPif/0kmLS0MaH0OqbkYrgReIv1CQwocXdWGMvHrPwvvZ5U+AA5PDic6xJ+i6sbzjvtkV446vbnHPQo732q7YFFfpmp7FxCq9Pe2Z1NZ37ZXemV9M//6/jiLJrnm5XnBkTod+k6GFxOh2QUfwc/uE2pQH5WH5KkAku+6Fx2MQ2vbvt47Q0A4jH/M44vTkVDqvQ3w+twhTB2sARId4IeXO4U3utIOsTtHJ6m7wGEtbJyHRNcZYNZS1VrseKE+OBKfglRJYMUKgBx8fGDQIPvAURCEXHuJ9A6BzCdd0ojlAI2AnXmMB3zSw8LCiIuLIz8/nyNHjnhElS4pue3tUPoDW4ATGI1GZs700Yy9y7FjgkDOyREET0ODILUkmEyCRE9MtJHNai0QSD728vBRaR+lpARx22238fTT/wUm88ILgkCTSHSJpPTxgRtvhE2bLv766fV6LrvsMtLS0vjxxx/5+eefKS0tZdOmTWzatImEhAQGDx5MamqqZ8iy3whqa2vJzMzkwIEDnD59GotF3Kv1ej29e/dm0KBB9OvXz307DBdRVWUrBMXH29uczJkjOEopaBNErVEi0SV40h7kQsCZpYufn7hNyPOm/f1hxQpldjV1dXUcPnyYAwcOEBMTw5QpIkSyd+/ezJo1i/79++Pj03EUo4+PD7Nn38t//1tOdnYg6emCMHfMcfDxEevgaeK2qKiIEydOoNPpGDXKQ8IZWYeYhXOEhANcf71nPk+GpqYmUlJS0Ov1Lp2TEpHuzNYlJMTC/Pm/UFoKEyfafy/S2jl0PniJ9IsBjQeOgiDh5g5PbFMJrUqfdBBEx+CblLXqq9zexaDX8cKMQW361kv416bj9OsRrH4Sy8cPrn/TNRLSeBb+ngLX/8dLoHhxcWENFX2xfdNf96pqCVlnMJktrNmXr2jsool9mTo4toOXyEM4vE5Z9xKo2hsdILusru1BwKTU6A5eEjehJPTVYoJAlX3v8ELVcFTcvvEGXHONJJs9yyefGJk40cdKJEoPgSkpKWzZsoWsrCwsFotLLeySV3Bubi4jRozwnHqvxSc9vOXnDJCN0HXbwU2fdBCq9Pz8fA4fPtyB9i7RCHOaKKABozGIpCRbmKVaERoqCCl5gcaZmNDPD5YutZHNoN4CAdiOfRuJLtkmhNLQcJ+VRAeYPdueRDcaobJSXevXpUsXJk2axNixYzly5AgHDhzg1KlT5Obmkpuby4YNG+jVqxeDBw++KASw2mE2m8nLy+P48eOcOHHCTnkO0LNnTwYNGkRqaiqBgYEXZRmdhYpK6tgxYwTxKifRAZ5/Hq65prUdiJqvOXI4rrN8XSX4+go1ek6OOE+XLxfFYsdzs6mpiaNHj3LgwAFOnjyJ2Sws9c6cOcPkyZPR6XTodDrS0tI6fL30ej3DhsWwfXuMtTgwfbq4Z99zj32Og7SvPEncSmr0gQMHeqZrZc0aePppQBS830WEiw5HpLQAHeaNDhATE8Ntt91mLXgpgdFotPqq92n5viEvVGVnZ9PYWElkpD8DBgxoFTitlXOoLXiJ9IsBjQeOSkiKUFadV51PuoR+U5UR6Sq3dwHhW79oYh9FFi8WCyxYtpc39RqwVUi7AQoeErYtStFYIzzWZ32gmYBGLzoZ2hsqCppV0r6+6TgVCrpiwgN9tRMuqtjSpQUq9UYHZSGwmvFG7yTfobxQHyTF7aFD4sEcugILgVAee0xHRoYIM5OHJ8bHx+Pn50d9fT1FRUXExCj/XmWxWPjoo49obGwkOTmZ6GgPFbFky9Ab2Imwd2lFpLuwrOdCamoq3377LdnZ2dTV1bmt3HUM6hRWOzqMxvuQdHoGg7AeSEig1QO62uC4PgUFgrgqll2egoLgzjttBJDa/d8le5YbbxSkuNwzfcUKeTGolBdf3AzcgI+Pnx3pHh+vvn3XpUsXhgwZwpAhQ6ipqbFakhQUFHD8+HGOHz+Or68v/fv3Z/DgwRfFkkQtqK6u5sSJE5w4cYKsrCwaGuyf9WNiYkhLSyMtLY1QFexgub2Jo192o0Nz/ZtvwksvaTsU0VmQ6vLlrS1dIiNFwKiU5zB3buuA0Y0bN7Jnzx6am23f8WNjYxk0aBBpaWkXxNPeGeQ2IVlZougB8sKebayniNuKigoOHjwIwOjRo92foRQy2kJi7wRKgD2AnfN6B3ijO8KV/Xj69GmampoICgoiJiamVdHml19+ASAtLY2iIl9VBE53BLxE+sWA0iDR8pMduxxuIiq4i6JxqvRJB+FjG9i9U9i7gLB4Wbotm6qzbZNZAM98cVj9fukgAkRjh8CqO2nTD1eOVb8DlkKaZ73EvPDivGhXqKgMM5dqyhcdYP3+tklaCTcMiVP/NUeCEuWzhJA41XqjuxICq3pvdFD+3UjFoe1eqBe5uTB1qo1ciY0Nw8fH3l9WUvQJVa2B5ORkMjMzOXnypEtEul6vJz4+npMnT5KTk+M5In3sWMEc5OfT22KxEunWlnEPqtu6detGbGwsBQUFHDlyhMsuu8ztecqDOpOShGL72DHbdclksqkn1e6VDvbrk5gosiLlOHNG/Ej2LlpYp8REYc/izDM9JQVmzTLz0kufAOWILoJ5JCb62JHuErny7rvC1l9N6xocHMwVV1zBFVdcQVlZmTUk88yZM9a/pZDMtLQ04uLiOtTO4mLDZDKRk5NjJc+Li+0L1YGBgfTq1YvevXvTq1cvt/MSPIHzWbmMGSOsW+64w76oBYJEdwwg1VIo4rmCVGfOFNm1cvj4iHqqtG0iIy1UVOQQG5tg7ZDS6/U0NzcTHh7O4MGDSUtLIyLCef7WhcCePXswGo3069ePhIQwPvoI5Jz2Rx91XOHjp59+wmKx0KtXL5fu9eeELGTUAuxueXksYNef9swzHvdGB2HDBLh8vkq2LlI4s7xQNX58I7NmHSYwEKKiLrULnFZTJ5In0Hmv+GqGNXC0kPMSgxnPQ9QA1SoTNe+T3onsXUBYvNw5OkkxoaVa2x1nkMjwVa4ENlrE+CNfwMx3VN1R4EUngLtWLgHhws5Fpdf7c2H9/gIeXL5P8XjV24bIkble+VgVe6MrDRldOLGv+ruUFFntqDv01Qv1QvJ+lvyswfZ3bKyNQE9MtG8b79Wrl5VIHyOx7QqRmJjIyZMnyc3NZfjw4Z5ZEYMBXn0VZs0iCfGwF4hoG+8iqc48qG5LTU2loKCAw4cPe4RIl9u7LF7syB8UYDDUExDQm5tuEl7qoO4HdGl9JDVoXp7c/92GRx7Rjr0LOPdMt3mi64EbgQ+BLGAFNTWzAV870t1ohClTxPml1sJBREQEV155Jenp6eTn53PgwAEOHjxIXV0du3btYteuXRgMBnr06EFcXJz1JyIi4qKpdd1Fc3MzJSUlFBQUcOLECU6dOkVTU5P1fZ1OR1xcHL1796Z3797ExsZ2SLBke6HEykVSMIM4H1esgEcfbR1AqrVQRGdBqnPm2Fu6GAwQHS1eGzeugXfeyeIvfzlBYeEJVq+uJjBwPr169QJg+PDhDBw4kNjYWFUczzt27KC0tJTw8HBqasKYP9/+/fnzO6aLoK6ujn37xPOOq/f5c0Jmg3QKqAK6AKmO41rsUzyNHTt2sHXrVsaOHcuECRMUT3fs2DHA5o9uX6iqYOnSIG67zcDcufGcOtXaaqezwEukXwzoDTD5RWE/0RY2PgH9p6nyAV3zPumg3N5lx38g8QrVk1yuBI8CfH2oUJ37xRnSZghS/NAa16Y7tAaOfwPT/+21evGiY+COlQs6GP+4CBZV4XX+fNh4sJAFy5ST6DFasA2RcHidsnsDQPqfVX1vUGqvlhRxcbxLFcMVqx0VFza8UC/kBG5Ghvg9blwD2dmfA0XAA/j7+7B+vf1DukQ45OTk0NTU5JKHckLLjHLkLIcnMGMGrFqF38MP86e8PFvQaEQE3HILhIcLabcHyPTU1FS+++47srOzqa2tdVuN6szeRYTjHUGn+xSTKYyjRx/EZPLRjBXKu+8Kwliyb7H5v9vGLVwofmuNdHAe1As+PvEYjfOAj4FjVFS8x+DBNxESEtqqWAWQn69OIl2CTqcjPj6e+Ph4rrnmGrKysjhw4ADHjh3j7NmzFBQUUFBQwK5duwAICAigZ8+e1p/o6GhVkc0SmpubKSoqorCwkMLCQgoKCigtLbX6YEvo2rUrvXv3pk+fPqSkpFw0v/O24MzWRCJWCwuh2eEROToaPv8chg+Hyy6zFXnmzRMWUucL3lQbnIWLzpkD9Q7mAB9/XE/Xrge5666jZGdnM2uWmTvugJAQ8Pf3p0qaESJUOiws7EKtwnlRW1tLWVkZACZTjF0B76OPBIneUZY8O3bsoLm5mdjYWJKSkjwzU1nIqPQ0lQb4Oo7zhPrdCU6cOAHgUodBSUkJZ86cwWAwkJKSYn3dZrUTTVbWQ7zySg2gc2q101ngJdIvFlKni4fv8yqrLKoPHVXqk/7t4SJ1ErbW7gAF7fsqLmpIcDV49MOfTjM8qbv6g0clzHwHsja7Tlg21YrQ0oKHhFWMF154Cu5aucx6X5MFHpPZwtPrlNmFSNCEbQi4RtgGx8K4Rzt2edyE0pBRpXZtFw1KrXbSn1R1YcML9cIxcBTg44/9GTMmF6gFclm3LpmBA+2nCw8PJywsjMrKSrKzs60qLSWIj49Hr9dTVVVFVVWVZ/2EZ8yA66/H/8cfBVP08ceit3/xYvETHy+U6262jIeHhxMfH09eXh579+5l3Lhxbi+6o71LUBAcOdIbkykYqMRk+hkfn9EsXqwNK5S4OKG69vGxkc3C/92eTJfel0gHtfmIO4N03hw7BjffbB8smpKSxOzZt/LiiyuAAior36KychY9eggCRk6o33WXOm1enEGv11vV2BaLhcrKSvLz8ykoKLD+Pnv2LEePHuXo0aOAICgTEhJISkqiZ8+exMTEXHA7GIk0LygosJLmZWVlrUhzEHYt0dHRJCcn07t3b6Kjo1WhSD4XqqpEMeauu1rbmowZA3/7m7BycewE8fOz8ZRy3+2oKO2R6I7hojZbDQvQDIgi7+OP1zBjxnpuuQXefx/CwiIZPboXl1zSm6SkJFXaFFVVwdq1W7BYLHTtGs+0aUFWEl0KSZWvsycteWpqatixYwcA48aN88x5sGYNPPUUAHWA9EQ1VD6mA0NGMzMzKSoqsl7LlGLr1q2AsHXx9/e3ey8hgRarHR0QAnSs1c7FhvrOkt8SuvdSNk7FgVlKH7yXbstmeHK4+trGXekOUHlRQ8LktBj+M28IDyzb16ajuFlLwaMg9td1/1K2v5xh+7+E37rXN90Ld+GulYsUKqoxP3QJr286TlG18iDpRVqwDZHgijf6lBdVXVz9TYaMKv1u5YUXTiDZVYDwcb7tNh3QC/gVOMH99ye3UlfpdDr69OnDrl27OH78uEtEup+fHzExMeTn55OTk8OgQYM8uDYIKfeZM/Dqq9RYLDQCVu1Zfj7MmgWrVrlNpl9++eXk5eWxe/duxowZ47byVq5ylrzQTSZfYAKwFviBpKRLeOihIE3Yuzgjm1NShPWt3JrAaBTk35YtIl9OKyFtoaE20tFGoktKxCQCAn7P009/ChQCuyguFkR6XJyYXlKlSzYvWiHUQZz/3bp1o1u3bqSlpQHCU7ywsJDTp09z+vRpcnJyaGhosHqMSwgICCAoKIiuXbu2+ePv729H4FksFpqammhoaKChoYHGxka7345/l5SUUFpaisXS+ulQCg2MiYkhNjaWmJgYQkJCVE2cyyGRyAUtX91yclrbmsjPs9hYeO89uOce8Z5cwZyQIM4/tRewHOEYqLppk5nHHsvlvvuOAkeBeCIiZhIYCDk5USxbNpA334zjzjv7k5gYrup1raqCCRPKycraw+23w4wZE1nT0qDumCshL4R4qlNp8+bNNDc3k5CQQL9+rWK7XYcUMtqCfYAJiANiHcd2QMhoQ0MDX331FQBXXHGF4pBwKS8CsBbM5VkEv/xSyq23hgO25b3lFvjhh85JpnuJ9IsJpUFYKg7MGp4cTkxolzb9V3WoONwydTqMXNBpvNIBpg6O5XfZFby3PVvR+CfWHFDnvnGG1Okw56P2W2msuhNKMzVppeGFSuCWlUsLNBgqKkEJOStHdIg/D16lXO1w0aHUG33kAlUrn70ho1540X7IfZzj43tz9dW/sm7dCbKyJjltG5eI9GPHjjF16lSXCKjExMSOI9JbHth/tVj4HFESuEV6z2IRireFC+H66916WB84cCDffPMN1dXVZGZmMmDAALcW27E7YNkyoSo1Gi8BdgIFZGVtxmy+zkrYgnioVyshJJHNchuUOXPsx/j4iHFVVTB9unb80kEs39q1cOONUFlpO0dyc+HDD8OAO4EfAFsyYGGhCF+NbWGPtEyoy2EwGKw2MKNHj8ZsNlNSUkJ2draVXK+vr+fs2bOcPXuWUscUyHPMs2vXruh0OhobG2lsbHRKireFoKAgK1ku/Q4ODtYMae4IuZWL1OGQmGgL2Dx71n58jx6wY4c4Nrduda5g1oqtEtgTmcuW5TJjRh5ZWQUMGnSS2lq5p0szAQEWVqzQMW+ejqys2Tz6qFhntZ9fNTWQm7uJigoz//1vHx55JMnO/kt+nfR0IaS0tNTqjX711Vd75jyRhYyCuC+Xtvy2w9NPd0jI6HfffUd1dTXh4eGkp6crnm7LFtER0L9/f2JjY+26ID7+2My1137EmTPNJCbexuLFMcyZI3JMxo3rnGS6l0i/mFBqK1JffmGWpx0w6HU8dV1qm1YiFjqJV/qvn8LV/6cJAvbqgdGKifTK+mZe33SChyd2TJiFx5E6XdjsbHkJtrzg4sQWMc1P/4bpr2vSVsOLiwh3rVw0Gioqoclo5s+fHXRpmqenD1Q/SSvBFW/0flM7dlnchDdk1Asv2gfH8MQNG3qxfLmOW28tZu3aKrKyQlu1jScnJ+Pj40NVVRWlpaVESWypAgwbNowBAwYQG9tKi+Y+Wh7Y4wEzcBwoB6zfxC0WwXT++KNY6XbCx8eHoUOH8uOPP7Jz5063iXSwdQfk5tqsUIQ0ZzKwFLN5LwbD5SxbJkKsx49Xv3rb0f9dIv6MRqGmNRqhqAimTrX5qWuhSCAhMRE2bbIRe/KCVGKiL/X1E2ixOAYsmM2bgcEUF0dgMrX2TZ8yBbp3FwS99J4WodfriY6OJjo6mpEjR2KxWKivr6eurk7RT2NjIyaTierq6lbzNhgMdOnSBX9/f7vfjq+Fh4cTGxtLsJoDBVzA+axcYmMhMlK87wi5G4WjlYtWNk1dXR2FhYXk5JzhL38ZbrVzOXLke+bMyWbpUhCHSgDQl27d+hMU1IvcXJ0mg1R1unzmzTvEBx/oKC2dQHq6vSe6Y66EJwsh3333HRaLhQEDBlgzTdzG55/b/RuDiGZuhQ4IGc3Ozmb37t0ATJ8+HV/fVo7sTlFaWsrBg+L5TyLf5V0QY8eewmSqJjw8gGXLIrntNpt9WXa2Z6121AIvkX4xoTfA1c8L7+bz4es/w4DrVEveTk6L4a7RSby7LbvNsUpDzy44eo6CwO5tFy3OlsMPL0O6Qv/ciwil3QISlm7L4sGremuH8NIb4MonIbIfrLrD9embasS5d2SG8F5X6fnlhUrgrpWLhkNFJWw8WMifPzvAmTplYcZ6Hbw+VyO2UeCCN7o2CNvvDhcpGucNGfXCC3s4ho4mJATSs2dPLJZsXnrpF554YnwrAsLX15fk5GSOHz/O8ePHXSLSXQn6chmFhYAgzvsgiPRdCCraDp9/7haRDnDZZZexdetWTp06RWlpKZGRkW7ND+yLGomJ0NgIxcWJiEi2g5hMG5k9+3Z0Op2VfFW7elvu/y4RQNXVMHQoNDVZdxmJiTYSXQtFAglSAcRx3wGUlQlFcHExwB6EQv1nTKYbgf4t+9eeUC8oECr3TZvUv+5KodPprJYtStDc3Ex9fT21tbVYLBY7otzHx0ezavL2QE6gO1q5LF4MCxbYiX2t+Oc/xftas3KpqakhPz+fwsJCayhsdXU1DQ1QXg5FRYPJzu5Cejq89FJv+vQJQKeLARKARMDA0qUwbJh2g1SDgoIYN+4SBg7U8fzz0WRlweiWxpaODLM8deoUmZmZ6PV6JkyY4JmZrlkjDkQl6ICQUZPJRHBwMH379nUpNDUjI8NaUIiOFsXr+Hix7ceNg+zsX9Dp4L770rjtNh/r/U1rRRtXoL7o6N8auipQZ0ve3CrGxNRoReOyy+rbHnQxoDfA4JuUjc14TqjjVA6pW0Apqs4aeX3TibYHqg1pM2DUQ+2f/tAa+HsvTexTLy4CzCbIeBFeSGjpfnC9jRYQoaJXPqlZkm/9/kLu+3ivYhId4PW5Q7QTZAyiSKrIG92iesJ248FCRcVt8IaMeuGFIyTV8JYt4uG8qgpiY4cAkJ+/j4wMi5XQzMsT74OwdwE4fly59VWHQ/YgPqLl9z6g0XHc4sVYTWfbidDQUKt/7K5du9yalwSpqJGSAitWyNWkE4Fu6PWXUFRkr95Wu+JNvk4SARQaCo71lCVLxG+J/CopERYW0vGmdkjrKSfFExPl+7A/0BNxNH4CbKK42GzdDjk5Nr/1ykptrbun4evrS2hoKHFxccTHxxMREUFQUBC+vr6/ORJ98mTRqVBQYOtckKxcbrxRdHQ4w+uvi2tISorNykUi3OPjLw6hbLFYqK2tJS8vj4MHD7J161a++uorGhpsIrjNmzfzySefsGXLFjIzM6murqaxUcenn0awbt0g3n23ybpOjz02hubmm6iqGgckI3lV//GPYl4ZGWL9tRakGhoayo033shdd13PRx/Zv9dRYZZms5kNGzYAokjskYK3gzd6JfAl4DQBKCGhQ0JGe/XqxQMPPMDVV1+teJqSkhIOHxZWkY5WMAkJ8M03DYSFHcFigeeeu9SuSDxihPgupYUisKvwKtIvNpSGZ6k4cBSE+jk6xJ+i6lZfze3wya4c9aqeldq7AGx4XFiLqJhIAdeCRwFe+e4YfaK6MnVwB7QXdySu/ivEDYO1D0BzrevTn60QAaazPvBavXghYDYJYnX7q9BU1/75aNzKBWD9/gIeXL7PpWkWTeyrreuIIuuQFnQSb3RvyKgXXpwbkqpWIm6Ki1O5996dXH55KjExJnx8fKy2FZJSWCLSpWDBLl2UF6ny8/P59ddf6d69OyNGjGh7AqUYO1awRHl59EIEjZYholOHy8d5yCt9+PDhHD16lF9++YUJEybgL/dRaAfObYUSRkHBHzCb9ZjNNvW2FjxYHf3fQTjs+Dg8ld92myCdpSLBsmUiqFRLyvSNG23qYQnSPmxsDKK4+DbgW2AHQp1eQFnZDCAQg8EWWipfd636pnvhHs7lhZ6TA9HRoNcLntIRPXqI80hSYl9IhWxjYyO1tbXU1NQQGxuLn58fADt37uTnn3+mqqoKo/CsssPQoUOJaSmCxsXFkZ+fbw2DjYmJwWiMZsUKP0pKRGCq3NZm4ULbfJYsgeeftxUOMjLUrb5vC3l5OrvQWBD2Lh1x7d+9ezclJSUEBARw5ZVXemamDt7oe4DdCLu1Vv4UHg4ZtVgs1qKbK99NwKZGT01NpUcPkUMk9+avrj7EjBlGli6NRIpLfeMN2z5Re3G7vfAq0i82lIZiKQ3Zukgw6HXMHd62eZ3kk65KSJ71SlBTIEg2DWDq4FgenqDcY+vB5ftYv7+wA5eogzDwBngyBwa6Ecqx6new+XlBonrx28XhdaJLIeM5N0h0HYx/Av50QtWka1vYeLCQBcv2YXZBiK+5cFFXrENA9d7oO7LKFVl6WdBIyGgnCGb3QruQPEBPnfLl7bfvITFxtB2JLimFa2qgW7duREREYDabyZLSzxSitLSUnTt3Wj1IPQaDAV59FRDFM4k834lDf5XcK90NJCcnExERQVNTE7/++qtb85LgaIWydSusXAnyx9jmZgtaEuaGhtrIBelYyskR3s4Sd1JcbCMM5URZQYFz72c1IjQUUlMF+Q229QGxfnFxBvT6ycBMwBc4AbwNFGIyiW20eLH9uk+ZIopbhw//dhXqvyVUVYl9PXmyKKYsWyauAzk5otASGSlU6Gaz/XTh4eJ8Km6pxUuqdcnWxJ1iVGNjI2VlZXYkeGZmJqtWreL999/ntdde47nnnuP555/ntdde4/3336e83GYfazQaKS8vx2g0otPpCAkJITExkcGDBzNu3DgCAgKsY4cNG8b999/PDTfcwIgRI0hMTCQlxc+qLpfW6Z577Jfx7bfh7ruxGyeJibVAoldVwbffHmDFihWUl5c75C3A11/br1duruc+u76+ns2bNwMwYcIEu/3hFgpt/IoJkBIGL3cct3ChR0NGTSYTH374Ib/88ovLAcVFRUUcPnwYnU5nVaNLAoPx48V237Tpl5aGtksR3zREWPahQx5bBVXCq0i/2LAGjhZyXsuAjOchaoCqCZmkCGU+b98eLlJn4KjeAJNfFMpkJch4TvX7RMIfJvTh/Z+yqaxv25bBbIEFy/bypl5D3sYS9AaY/Z7IFFh9F1jMbU9jh5Yg0u2vweiHYdyjqu868MLDcDdMVMKs9zXf3WAyW3h6XdvKZjl0aCxcFJRbhwCExKnaG33jwUKeWH1A0dg7Rydp4xpfVw46/Xmu59rwrPdCm5A8QKUH+LZCzvr06UNZWRnHjx8nNVW5vV7Pnj0BKCgooLm5WXEAmCLMmCEezBcv5hLge6AKoUxv5WJe6J6QQqfTcfnll7NhwwZ27drF5Zdf7rb1hKNnPSBTJVqAg5SW/khh4W3ExwdZp8vLU7/y0jHYVlKMylWX9fUwZ449CX3XXdpQpUuIixOkpgT5upjNYDAMwmSKQli8VCGZDxUWCrsOk8k2vTyINDbWq1DvjJDUrsHBgrCTe6HPmSP2+V132Y4FZwgKElYuUhFGUrC7YmtSVFREVlYWlZWVdj9NTU0A/P73v7eGRJeXlzsthPr7+xMUFGRHuqemphITE0NYWBghISEY2qE8lgelZmXBk0/av//CC2LbaTFQtaoKrrnGyIkT3zN/fiUGQwyPPTbWLm/hqadg3TpB2Er3Zk+FWW7atImzZ88SHR3N0KFD3Z+hBJnt2xGgDggG+jmOu/56z30msG3bNk6dOkVxcTH9+vVzqTCwZcsWQByzUvaLPGR01KhKqqtzqa7WEx8/GLNZnK+NjSI0e+tWbXSKtQdeIv1iwxXyduMTqrYTUeqzunRbNsOTw9X5AJ86HdL/rLzFX+X7RIJBr+OFGYO47+O9bQ9uwRNrDjApNVpbhJiEtBmCeGkvIdpcJ46Bba96CfXfAswmQaYe/RJ2vu3evDqBlYuE1zcdp6haeUB0965+/O3GNHVe28+HzPXKx6rYG33jwULu/3ivYhf/SQqzTS4qDq8TnUJtrZWK94sX2oc9YdHM6NFHAD9SUvq3ainv06cPP/30E8ePH7drpW4LYWFhBAcHW4PlXAkBU4Trr4fFi/EHbgaiAaeP0h4IN7v00kv5/vvvKS0tJTs7m+TkZLfmJ7dCsVhsxFFSEgQGwpEjOzAaS7juuk3s2jWdhARa2e6olWR1ViT4y1/sx5SVid9yr3EfH/WHqsrRls2L0QgFBT2A3wOngSRAsuo4CwRQXCz+j4uzTQteQr0zQR4kWlICy5fbrFzi4oSFS04OTJt2bkI4KkqcH1IAqdzKRTpGgoJMFBeXcebMmVYk+YwZM6z2FVlZWXzzzTdOP8ff35/GRpulbXJyMtdccw3BwcEEBQURHBxMcHCw1c5FjrCwMMLCwtzeXgkJ8PLL9uLl558Xli5yOxe1B6o6oqYGcnN3U15eyYcfBnP77SOJihLXCbBdA0NDPV8kKCwsZM+ePQBMmTIFvd5DBh5r1gj2vwVSishQJCd7hMVafLxHvdHLysqsZPjkyZNdItELCws5cuSInRodbAKDMWMgJycMeICIiFz0+mDy8uzvVZ4scKgNXiJdDVBE3lpsoaPJng8e8ASGJ4cTE9qlzZZyHfDMF4fVS9KOexT2vq9MoajyfSLH5LQYFk3swyvfKQvBqqxv5l/fH2fRpL4dvGQdhIE3gO4jWPcHaKhs3zy8hHrnhuSD/vMbwiffLehg/OMw/rFOcYys31+o+FoBEN7Vl5+enICfj8Yc4w6vU56Nkf5n1RZIJF90JSS6ZrzRrZY751krnQFmLVXtfvGi8yAhQXh+XnPNL8BXQA8+/LAfCQnie6ykfk5MTMTPz4/a2loKCwutasW2oNPpSExM5NChQ+Tk5HieSJe80vPzSXbW2u3BB3h/f38uueQSdu3axc6dO90m0kEQJjU19urt5cth7lwdFstkdLp3KS7ex5gxl7NyZYzVCgbUTTg7KxJI5HJ9vY1EB6HwKy7WTqiqI6TcAWeEekGBFCwaQHx8f+rqoKICoAh4BxiGyTQGCKaoSBDqcrIGbIS6mgsnXjiHnECXq8/nzhXWPgsW2FlL09QEMqcUQFgiSTYvkvo8KwtuvrmeZct8SU31JTRUBCFv3LgRkzNDdaCiosJKpMfExJCWlkZYWBjdunUjLCyM0NBQQkJCWhHkkn/5hcTOnUKhL8eSJfZWUFoiMqVOhIiIBm6//QfeeAPOnLmSmTN9efZZobrPzW19DfRUkcBisbBhwwYsFgtpaWnWTjG34RAyWoIoF+qBYY5jPeiNbrFYWLduHSaTiT59+jBo0CCXps9oqe4OHDiQyEj7/rWEBFi/HoYNg8bGSMrKxPvSvgFtdUG0Bxp74u3EUBqSpeLQUYNex1PXtd3GakHlXulSl4BSuKJmvMh48Ko+RIcoD5j416bj2vRLl5A6HR7Lcs83HWyE+vMJkPGi10Nd6zCbxH58IUHsV7dJdISVy5VPdhISvYAHlyvvXgF47sZB2iPRjU3w5SJlY4NjRSFNpdh56owiX3QJmvBGV2K5YzFBoAqt4rzodDh0SLSQQxpCh1TMvHkF5OaKB/vx40UbfV2dDykpKQAcP668GAk2e5ec8/kVtBcyr3S5mbjVYtpiEYa6HsLllwvX18zMTKo8ZGQtqbelB/Xhw8XvpKQELJZB6HQWjMaNzJljsSPb1f4QL5E/8iLBihVCbS9HcbEgirUSqnouSL7pGzfChg3QvbtEoot1X7VKvs8OAUbgZ+BV4FtMpkZrEKnkKw/ibymvAATx6vVQVzfk/udTpggSXbr8xcaK8+HGGwU5fi4YDOLHZAJfXzOxsQXk5Oygru5TwsL+SXPzS/j6ZlnPs+DgYEwmE126dCEuLo6BAwcyZswYrr32Wm699VYSpQoNQmU+a9YsJk6cyLBhw+jVqxcRERFOVeYXGrm5cNNN4jzw8RGCZ7lnuuQlrxUiU+67vXbtdvz86nnkkQiSky8lKwtuvVWsc1JS62tgfLxnimcHDx4kJycHX19fJk2a5P4MJTiEjEpq9H5AiHzc00971Bt99+7d5OTk4Ofnx7XXXuuSzVpBQQGZmZmtvNHlBa3UVAvr1tlP99FHYt9IXRCdubCpsafeToxOEjo6OS2Gu0YnKRr77eHz3BUvNqQuASX49VPNEKsGvY6npyv37LS0+KWv36/QP1iNkHzTZ38Afm5+k/AS6tqGI4He7iBRGQLCYc5HmvdDB6FqfvW74y6Fi+p18J95GsxTOLwO/tkf6svaHgsw5UVVF0lKapSR6GGBvrxxq0b2V43CIq6KBQZedA7k5gqvT9HFH0C3bgMICYGcnD2MGSPam+Who337ik6+o0ePuvQ5ciJd7qfrMcyYIVjKuDjqETrfVxHqOEC0nScl0ZIa5haioqJITk7GbDbzo5sBphIkNfOWLTYSJSQEunUDg2EiFosvBQWnOX36F1JSBJE0d64gZ9ROqMqLBJKaVE4SS3AMVNQyJEJ97VoYPLj1uicmQkTEVcBtQAKCUN8GvI7JtJ+CAgu+vjbrD7lKVV7cUvu+/61BIuMk4lROoBuNYv/l5NhCQk0mm6WHM8TEwLvvFhIZ+RG5uS9QW/s2ISEb6dLlCPPmVXPrrWA02gQzKSkpLFy4kMcff5x77rmH2bNnM3HiRC677DJ69+5NoGMFS4WQshWys8Ule9s2UXBwDCB1N1T1QsLmu13DggU/UVUFs2ZN4B//sKcrX3mlYwqJZ8+eZePGjQCMHTuWUE9uNIfskVigC7bwbyv69PHYR5rNZrZu3QqIwFRX12f79u0ApKWlERER0SpgFGDJks+YP38VUGqd7pZbbO97qsChVniJdLVACh2ljUpRxvOCAFAxJir0XV26LZuNB1Wsdh73qDKl29lyYQ+hEUxOi+E/84a0daTZ4cHl+7StTAdh9fLEaRj/BG2eZ23BS6hrB2YTnPoRNj4JL/T0HIHu21UU2/50olPYSmw8WMjoF77nle+OuTTd63OHMHWwBkhZOQ6vgxW3QX1522MBRi5Q/T7OLlN2TP97rkZI9MPrRAaJEigVInjhRTsgERYSsZeYCBUVlwEQHHyAnJwG63sSidevXz90Oh2FhYVUVCjveIqKiiIoKIigoCCPqbhbYcYMyM4m8JlnCALMwBfIDJTy82HWLI+Q6ZKKbe/evZw545ku1NBQe4uCmhpByJlMoUB6y6vf8Ne/1lqtDeQqZbVCKhJ88ol9OKKPgwlrURGMHGmvCpSgVQV2YiJs2tR63QHKynRER6eg198JzAPCgRpgDbCc5mabInfZMlFY2bnTpu73KtTVBTkZl5lpK4KAKBoVFAgCXa+X/PGdoQE4SPfuOcTGiv361FM+TJ9+krCwJkJDu/CXv/ThnXcm8thjd/DMM08ycuRI69R+fn6EhYW5HYJ8MSEvvP3wg+jOAVueh6REVxqqqgZIvtvR0dupqGjm448TOHKkfyvrmj/+0UbUehLffPMNdXV1REZGMmqUh8PrHSx/hgAPA61MzzxoDZSTk0NVVRUBAQEMG9bKQOa8qKqq4vDhwwCMHj0asA8YTU+HzZtreeKJg5SUHMRgECerj48o7qSnd8w+Uhu8RLpaYLUTUSAD3PiEqok7ySu9LUhe6Sal0scLDb0BBt+kbGzGc6ovcMgxdXAsD09QXvU0dwZlOoh9euWTMPt9z8zPS6irF5L6/O+94INrhQ92kweepCUC/clcSH9c1SplpZBCKouqG9seLMOiiX2ZOliZ/69qoMR32xH9pnbY4ngCGw+27WevA2JCuzCylwZsUBQXOnQQEieECF540UGQExZbt4qf5OREqqsjqalpBg7g7y+8QiWVXNeuXa0e50eOHFH8WTqdjgULFvDQQw/RvXsHn6tLljAF8ANygT3S65J/+sKF52OyFKFnz5707t0bs9ls9Vr1NOLjBYEqCOcrgBjgLLfddtRqkyJ9tNpJ1NBQQXxFRdn7f6ekCMWpVEAoKADHZgetK7DPte6JieDnB2azDoOhL7AAmAD4Ar2t0xuNcPPNMHq0+JHIeGcK9cOHtbmNOgPkZNzcuTb7EcmWB6C52VnnRTnwE/A+gYEvERy8ivLyn/HxEfv59OkINmyYxrJl9/Hrr4/x2GO3MHnyGHr27Im/v/+FXUkPwNFCQw7pdcfuHAlatNSQ1jchAbZuvZKYmKsoK7uamTN1Tq1rPE3Unjp1in379gFw3XXX4eNYwXQXLRkl8icPu8hPnU6svAdDRpOSkrj33nvbtT4///wzZrOZ5ORkoqOFQFYqdEj7YNKkX6moMKPXx2MyRVu/I8n30bmO4c4CL5GuJiiyE5GFjqoUncYrHVwjUDY8riki9Q8T+hAW6OvSNJ1CmQ5CnT7nIwjo5pn5eQl19aAj/M8BESb6RKci0EHYuTy9TllIpRzRIf48eFXvtgeqDUp8t61QP1ErhYwqgSZ80RUXOlrWY/ILneZc9EKdcLQTSUiAN9/UAZe1jNjN559bGDhQ/CepXgcMGABgVXUpxQWxFWjxaw1FUJIA3wG10vsWi2ApPGDJMmGC+IQDBw5QXOx5G6bcXKFiFtYPeuB64DZMpsusKmXQDskcGgrvviv+ltuVjBoFq1fbFOpTpgjlNYht4EyBrTVI59qGDUKd7Eioi/xHHwyGscAfsJ2DYDAcJzt7F4cOma02INLv3FwYN05sn4ICse3kx4JXqe55nIsIjo8XuQVJSTb7kZdftnnk28MCfAO81vLzNZCNj4+Ze++NJCYmyqpmT0zUkZh4OaNGRdOtm7bpLWcWGhLkBSE4d4Coliw1HNe3Vy8//vOfcQg7J4GUFLjqKnsi11NEbXNzM1988QUgsj3kHvluw2QSC71iBWduuYV/A61kL1JnhAdDRiXExMSQmqrc0hegsbGRPXtEaf2KK66we0/qeOjZ04LJJMaYzUOt96kRI+w7IrTgze8OtH2l6YzoBKGj0Im80q2WOwpQU6ApixeDXscLM1xLb+40ynQQhas/nRTFK7+unpmnRKg/Fw+fLYD9K4StiJdY71h0lH2LHJ0oTFSO1zcdp6haeUilhKenD1Q/KesMroZDq5yoVRoyunBiX21YuigtdAR2hzkfqt5yx4vOAbmdiC10dDBCFRvIffc1tgodjY0dgE6nIy8vj+rqapc/02QydYxPOtj5tV6O8GttQMQ52uHzz93+qJiYGAYOHIjFYmHz5s1uz08OyXZHUh8LojUaEGGvRiPMmdPaw17tiIsTRLJETkiK0+HDheJPIh1nzoTt2+1DSrWivj8XHINI5YR6QYF8P4fg46PH1xfAiMm0HvgKeBs4bR0/cqQoQmRn27abPJRU60p+tUEeHupIBOflievn3LkQHm4j02fMkEj0ekCeBadDpzuNXl8OGAgN7UVExBSqqx9izZoHWLt2PCkp4hjZsEFbCuxzoaoKjh2zt9CQtuHOnbaCkFauZUpg61KoZfx4Cz//DIsW2Y/JyhJWQI7WNZ4gan/44QfOnDlDcHCwtfDrEaxZIw7yK6/EMm8eX774ImUBAWzv2tVeKhIfL7JLPBgyanKjm+yXX36hsbGR7t2708eJZ3tCArz8cjZwBvAH0qwBo9L7WuuIaC+8RLra0ElCR6GTeKVbLXcUQmMWL5Jfuqt8WKdRpusNQl38RK5nCXVjPfz6X1hzj7AV+XuKV6neEego+xY5QuI6TZioI9bvb9sSxBGaDRcFcW3e8R9lYwMjNEHUfqewEJ0Uof7wLEC5SGDy86rfN150PjiGjkZHLyQx8Xays7u0Ch2FYBJanixdsXcB+P7773nppZc4cOCAp1dBQObDqgekZvI9iDhHKxYv9ohX+pVXXolOp+Po0aPkebDXW267s2IFODo46PVVFBTsbRVEqXY4C1WVMGIEfP21WNe8PJuNiZxE7wzEcFuEumR3s28fxMToEbY+XYAi4D30+g+BvRQUnCUvTwg9jUYbGb9unfjb66XefshV53ICfcoUUayQiOCdOwWBPno0DBsmXq+shH/+0wIUAFsQ0cd/B/4LCJtBgwEslnFERs4hJuYxqqrmExg4gsTEcKKioF8/G2GXmqp90k5SZt98s83yRtqGn30mtp8ULqqVa9n5IB0/8fGwebOFiIhPOHXqLUaPLiY72ybOlgpgc+eKe7AnidqioiK2bdsGwLRp0+jSpW1rYkVYs0ZkjbScIL8CWYDP2bNcV1eH7plnxE7evBlOnfIoid7c3MzixYtZu3YtDQ2uCaXMZjM7duwAhBpdyhGQn+u5ufDAA5IZ3CDAzy5gFLTVEeEOvES62tBzFAQrICj2fqB6Uq7TeKUrstyRQWMWL1MHx/L63KEuTdOplOnQcYS6hLOVXusXdyGpzg+sgpMZsPn5DrBvaYFfsAiYvP1LWHigUxJ26/cX8ODyvS5Pp8lwUQBjE3y5qO1xIEj0R46ofr9vPFjIu9uyFY2NCvbQw0FHQ6mYQMn3JC+88CCchY4WFYnvCrGx4nXH0FGppdpVexe9Xk9jYyOZmZkeXosWtPi1SugHhAJdgVb84cMPu+2VHhERwaWXXgqIIoGnIBHOy5cLiwhp+4s6QQ1m878xGr8gNjbXquzWCknqGKoqR9++4Gih/9FH4recGD52TBvrej44I9SlosHw4SJc1NdXDwzHYHiIxMRhhIXpMJuzgHXAy8Auu0PYbIabbmrtpR4cLEhfZ17qWjluLgQcVeeHDtkT6JLi389PbN9Ro2DIEPF6YyPExuZw332fc/fd/0B0EGwG8gALen0kBoPY0D16QGJiP4qLU/H19ScxsbX6vDMQdhJJKfePnzdP8KyJifaqfR8f+PTT1gU2rcHRzqW29gg33JCHXn8Gk0ncV00mUTRw5rvtif1uNpv54osvMJvNpKam0r9/f7fXCxAL/vDD1ryRWoQpEcCVQLhOB++8I9ql0tM9budy4MABampqOH36tMv5AJmZmVRUVBAQEMAll1wC2O+rn3+GcePqKCk5QlgYvPPOMGvA6Lhxv42AUTm8RLraoDfAsDvaHqdyn3ToZF7p4x7ttBYvAFMH/8aV6RI6mlCXe6lvfh6ytghi2Gv/cm44qs5X3wUfXQ9bXvC8fYsUJPrEaaF4TR6raluP9sBktvDqd8dZsGwfrtQuY0K78OatQ7UXLgpCif7P/lBfpmz8ta+Aj1/HLpObUOqNLoWMDk8O7/iF8gTqykF3vq+m6vet96JzwlnoqBSSV1BQC+S3Ch0dMEDYu5w+fZqiIuU2hqmpqVYFd3Z2tudXxmCAV1+1/qsH7kLEOLaKOM3Lg7/9ze2PHD9+PAaDgVOnTpGVleX2/CTU1AiloqTKXr9e2EZAMJAKWKir+wKz2dRpbDwsFptXuoQZM2wdESkpgoS7+Wbtr6sEOaEuKfXlxa2UFNi+PZD9+6/j00//gMFwFdADMAFR1vn06FFMXt5BDh1qsnpym0xQXQ1XXmkj13NybF7qhw79doNKJZJX/ttRdX711eK9nByQYhCMRrFd9XoLJlMJzc31gCCG/+//innuuX2cOVOLXu8H9AemA48QG3s/n30WRUqK6BiQppET6J1BfS5BTlJaLPYe4HPmQH29/fgVK0QBSeuQFw3GjzexcuV3dO8OsbGjgCDruFde6Tjf7Z07d5Kfn0+XLl2YMmWKZ2YK1gwSCRuAs4gY7CvAoxkkjrBYLOzatQuAyy67zKooV4qffvrJOq2v8M2y21djxkB2tj+xsVezaFFfnnsuxlrgyc7+bQSMyuEl0tWITuKTDp3IK72TW7yAV5luhwtBqG95AT6cLojhD66Fl5K9vuqS6nz/Cvjp37DhCZvnuadV53JIBHonCxJ1xMaDhYx+4Xte+e6YS9MtmtiHrY9fpV07lxW3QX25svEjF6heiQ7KvdEtaCRkFMS+WvU7sJjPP07lvvVedE44Cx0VKuCTwCvAGrvQUTFNKANbXvjhhx8Uf1aPHj247DIRpPjll192jFf6jBmwcKH13xCsEb6t8dRTblu8hIWFWdfp+++/x2LxTBeqvMCRkQF1dcJLV+BqoCu1tSUsW/Yt48dbNO8vLAWL5uQIclESMxYX2xT5y5YJRWtnUqZLkCv1Hff98OGCEL///nBMpnH4+NyPj88DgC08sLFxN7AKYSOyEjhMfn4zEybA/v22wEtpe+bmCqLTMahUItQ7q1JdrjofO1YEPY4fL86tggKb6tzXV/xfXAx6vdS80oBOl4nJ9CVm82LgP4Ao/L/6Kjz7bF8qK68gLu42Bg9+jJSUm/n226EkJoaQlycuS8uX08r/vDMR6BLkJGV6ungtI0Ocxzk5UOag/3j00c6h+o2Pt5Hjp07tYfHiMxQWBlFYaB9u+cc/et7OBaCyspJNmzYBMGnSJII9mYqZn2/9MxM4hCBcp+NAvBZ6XoiYn59PYWEhPj4+DBkyxOVpc3JyMBgMDJdVa6R9lZQkdUX48PrrI/jgg3nWwq0kLPgtBIzK4dP2EC8uODqRTzoIr3Ql7edLt2UzPDlcvWSNZPGS8Zyy8Rseh/7TNPXAP3VwDP9hCA8ud02t+uDyfbyOTpuWD+eDRKiPe1R0GWx/1fMqaAkNVcJX/df/iv8DwmD4fUJ5WVcqrgs9R2nqeDovzCbRVVNbLKw0cn6CnW91LGHuiIBuMOJ+sX87y3Y9BzYeLOT+j/fiKnWxaGJfHp7YOmxGEzCbYOPj4Mpa95vaYYvjSSgNiL1zdJJ676lyKNlXOgPMWqqJQocXnROhobaH+NxcmD8fIB7xOFXOPfdks21bsl3b/bhx4zh48CBHjhyhpKSEqKio1jN2ggkTJnDkyBHKysrYvn0748aN8/DaANdfL3zQZWgC8oFkx7ELF4rxbrShjx07lr1795Kfn09mZqZHWumlAkdNjRD6zZ1rs0AwGgPR66dhMq3gL3/ZgcUSRErKGLtATi0Rc/JwVYk83r3b3l63pkYoWSWVtqRMj4rqfOFv8n0fH986fFZ4okfK/obKym5AOCIo7xA63SEsFj+Ki/sBgzAY+mIy2dyMCguFFYzBIF6TOLIpUyAiQhCd3bsLq2PHbZuXJ0gltW/zqirbNpT+nzxZbC9pu+Xlib9nz5YyImxFB4Dm5lqERUsuUOpQKPMBxLPTokXQrVsoev01ZGQIax7ps7duFftP7n+uhe3XXkgFmIwM23Gbni4KtI5K9DffhJdeso2RhxBrDdLxlpAAX3/dyIgRWzhzBj78cDzgj8EAK1eKokFHrK/FYuGrr76iqamJnj17MnSoayLC82LNGrsCtcTUjUIo0u0Q4/nv5jt37gQgLS2NwEDXspEkNXpaWlqrwkJCAvzwA4wda+H0aZ31niMPxO7s56szeBXpakTPUS02Im0oyDKe14TqudN4pUOnt3gBrzLdKTpaoe4MZys7j2rdmb+5M6uWC0Giy/3P/3SyUyvQJZjMFp5ed9hlEj06xJ8Hr+rdIct0QfDDy1Ct9JqkHcuQjQcL+euXhxSNnaQw9Pui4/T2tveVxQSBrYwnvPDigkNSBQtC05+//30wYWGQm7ub9HR7xWBUVBQDBgzAYrHwowut3F26dOGaa64BhJr9zJkOsD908EqvBv4JfIxEe8nggVb0oKAgRo4cCQhVutncRveJQkgP7nKSeeNGEchpNqcCV2OxgE73HU89JbJBtGjx4qjABkE2yVFRYU+id1ZlugRnCnXHUNKtWwW/JexwRgF/oEeP3xMZORqLJRRRPjoAfOsQB3AEs7kAMFlJ9Lg48U5ODvz6q/h94IBQassV6nKvdWf2KBcSjqGgcuuFw4dh0iSxrDt32kjOkhJ7r3OpOJWT00Rx8SngB0Ces+PX8n8JoiAeDgwHbgEeJzZ2PImJwv6hokIozhMS7Pefo+q4M/ifnwtySxewt3QZPbq1Ev2ll1oHkGrRQsPRGz03dzuTJtUhTMUE99Crl+iAkG8TT67vwYMHOX78OAaDgeuuu85l+5NzQgoYle28qcA8YLx8nE4nDvaxY/Ek6urqOHRIPBtcfvnlLk1bVVVlzXK54oorWl6z3+Z+fsXMmPFvpO4SEEUfqcDRmc/Xc8GrSFcjJBuRFfPbHrvxCdWrniWv9Ps+Pn+wndwr/YpeKn1YdmXfgFCvRw3QnILOq0w/By6kQt0ZHFXrgd1h0GwISxR/15dD10gRxHeh1euSwrymUCjou0ZC16iLozR3Bt+uMPrh34T63BGvbzquWMEsx9PTB2rDEsQZDq9T3j0kQQOWIUo7C3RAtJa80WsUtrhqwNLOi84NZ6pgX99h5Ofv4oMPjpCVVUt6ehBbttgIovHjx3PkyBEOHjzI+PHjiYiIUPRZaWlp7Nu3j7y8PEpKSggP9/D5LHmlz5wJCFfxcKAA2AeMcRzvgVb0UaNGsXv3bkpLS9m9e7ddC7k7kEhUEPtEpxNKYeGzPAqoJyJiK/n5hxg/fginTol7W02Ndh7+HdX38uPw7rvhz3+2jZ01y0aid3ZlugRp++Tnw113CeJXOhbmzRNkcHw86PU6YmNj+etfY5k8eSImUz5wEHtaxAysAZpbXo8B4igs7IXZnIyPj4+s80GEl4aHw5kz0LWrINaNRvGTmSneDwoS1jPdu8PHH4v/9XrxmhypqTY1u6SADwkRyni93nZdycuzvSbNIy7OpvA+fFj8vWCBWK533oEnn4TyckFkd+0KU6cKW5bGRkHgDhok1PXLlgk/ZKPRiMFwkrCwk1RW5gLFLdsGRDeOJLzyQ1gpdQMSENHF4hITHS3WQwppzs4WnSPya6SEcwXsdhZIhQqwt3TJyIB//ANuvNF+/JIl8Pzz9gGk8+Zp10LD3hvdwq235rBxI8BEQHz/zsoS58zw4Ta1vqfWt76+no3iA126F7cJh4BROfrK/5FI+8WLPR4yum/fPkwmE3FxccRJFT+F2LlzJ2azmeTkZKKjo60Fj5ISm+J8xYrvee+9MoRZjchAvOUWoVTXaneEu9BZPGVSpwFUV1cTGhpKVVUVISEhF3tx2kbGi8qIgNu/FKF4KsdfvzikyOLlztFJ/O91A9scd1GhdN8ABMfCooOqJ2icYf3+QhYsO38BxBn+M2+INkMJXYXZdHEIdSWQk+wSqa3TCSKqrtSeeHd8T+lr0jwqc+HASuVhjhcSvyH7FkeYzBZe33TCZU90vQ5enztUuwUxswkWpylXowdGiIBRlRc8TWYLY17c1KY3ulT6eOPWodqwdTm8Dr5cqMzHXiPfd9qC5r6PdjC0tD2cPWBWVcGSJe+Sn5/Lp59OoGfPsVayUiLE1q9fTmZmJpdccgk3OrIl50FlZSV6vb5jt8uzzwofdOAXYC0i7u0hBD1mxebNNiNfN7Br1y6++uor/P39WbBgAaEeYnXlFhW5uYIIzMmR3rXQvfteAgMvITfXx1oE0em0146elycUnXKSXCLNHZGYKAIK5aT6li3iPa2ttyuQHwuO56xOJ16bPl1sE4NBkNHNzfI51CGI9HzA8Z7rD1xBSkq63baXSHU5evQQPuJyZaePj7CFqa0VBLlcfazTwVdfwe9/L4j2zEzBzUVECLI8IkIQVwDjxolppXnodMISpbYW3n4bpk0TRLvJZLOnMRigqUksg14v/o6NFdvGaASDwciqVT788Y9infT6f2M2lzqsfyiCLO8J2JSvkv2N4/9Sh4Dk4Q/iMztrQedccDwOwVYMi40VBQ359ouOFl0C8nEpKfDJJ9C3r7a2neO1WVofg8GCyZSFXp+C2ayznkNyyxBPWSRZLBZWrlzJ4cOHiYqK4t5778XgKTI7I0OkFSOEoVuBIchjU1sQGSl8euR+XB5CbW0te/fuJTIykgEDBiierqGhgVdeeYXGxkbmzZtH3759W91j/vGP09xxx3tUVuoxGB7AZOrudF91BrjyfVQTRHp2djZ//etf2bRpE0VFRcTGxnLrrbfyl7/8BT8/v7Zn0AItfVEHhA3C6rvaHjdjCQye0/HL4yZ+OlnO3CU7FI19U+0EgKtETfqfhZJZg1i/v8BlZbrmiThXIRHqP79x8ZXXXgj7lqHzhd91Z/KVdwEbDxby9LpDFFU3ujyt5gthWVuEJZISBEbAI0fAR/l3iYsFpffQ7l39+NuNaeq+h0qQwmCVaOxDYmHhgU5xPmvu+2gHQ2vbwxlJl5v7C7NnryU0NIyHH36Ibt30VsIgKgree6+ATz55G51Ox4MPPkj37irqvDSZoGdPyM/HBLwOVADpLT/odGJlT53yiIrObDazdOlS8vLy6N27N7fccovn2uuxJ2ri4wVBJSdJExPhxx8t1NRUM316qOZU2nJCTk7kpqQIJfpLL9nGdusmlMd5efaWMNJx+e67QsWslXVvL+TnrJwkSkzEzralqMhGZgoi2ILwU88HchDxgTXARLZtG8OoUXDwYCVXX72XwsIeQA9EX0fb7rl6vSC4HSER0I7EvPS/nJg+F3nt+Lr8fZDesxAZWYbBkEtRUR56fS5mcz3wKKAjJQVmzFjJyy/nAAMQxHkCIprYhogIqKy0Lav02bGxkh2MPYH+WznmHOFITkrn4siRUueMgF4v7LPz852fs1q6VoHz4vPPP1sYM0Znd3wnJYkigWPRz1NdCnv27OGLL75Ar9dz9913ExvrweecRYuseSMHEXHGQcBCHOw/Pv5YyLhVhG3btvHtt98SGRnJggULrPdi233Ugl6/FLM5F73+Mszma1sVcD29ry4mXPk+qgmP9KNHj2I2m3nrrbc4dOgQr7zyCm+++SZ/lvewdUYoDR3d+KTXK/1CQ7J4UYqM5zSxj5zBHc/0V787pu796ClIli9/OikUkzOWwKXzLoyXuhc2+HYVRasnTsPk54VytROQbq7AZLbw6nfHue/jvS6T6DGhXXjz1qHaJtEPr4OVtykff+0rmiDRAb47XKRo3P+bNkAbJLriMNgWgk0D1jte/DYg9/WVWtXz8wfy4YddqKurpbGxxI7MLSmBoKBY+vTp47JXuhynTp0ixyax9hwMBvjXv0Cnw6DTMbHl5W0IyhCLRdi//Pijc3bORej1em644QZ8fHw4ceIE+/btc3ueEhytd1avFiJAORoaLKxd+w3jxr1BVlYRJSViP14M/+r2QLIwcSSdli2DVavsx1ZUiPXy8RHvg237FBSI0EytecW3B+fzUpdsR+QkNEh/69DruwODgWuBR4B7gEuYP1/KQ8hjypQfgJWIMtTzwBJgHfAzUAm0rkGdq3YknWKSdYyEqChBROfkiJ/YWKFaliAnz89Foosg1V8RSQgvUlr6b4qK1hEWtpdZs0oRSnwhCHr5Zfjkk2kt6zwVGIgjiQ7QpYtQwkvLGh1ts3FZv14cm7GxsGGDOG5TU7VFBHsK8fGtfb/37BGFPjlWr4affrIfp9PZ+8drCXI7l/R0+PrrX8nMXE1ycpPduFdegREjbNvIk/Y1xcXFVkuXiRMnepZEX7PGSqIbge9bXr4cJx7aLlquKEFDQwNNTU1tD3QCo9HIjh1CoDN69Gi7gnZCgtgXcXHHMJtzAV/M5vHW4k5H7SstQROKdGf4+9//zhtvvEGWsz62c0Briheb6rmQ8z9othz0cz5UfWv6xoOFbXqlS1h+z0j1eqVLcMXiRUPKR2dojzIdIDqkC09PT9UGseNpqNn6pTPhN2zfIoc7KvRFE/vw4FV9tOuJDi6om1ugoU6hTnfvBBFA/MG1bY/TiPWOK9Dc99EOhta3h400zyYpKYr//jeQ+fPtlYcJCZCfn8+SJUvQ6/U8+OCDLnme7969my+//JLo6Gjuvfdejyq4rVizBh5+GEteHu8CecAwvZ7r5LLZ+Hjhq+6B1vTt27fzzTffeNTixZl9gr3FC4CRkJAPqa7OITy8K5s330m3bt01p/g8nzLd0TMdhMpVpxMEulzVrFW7CHdQVWXzUi8pgXXrxDYrKBAEdkGBvf2JIyRSOiUFXnkll9///heKi4sRHuLNDqNvBvq3/J2HULVHI5Trfi0/vi0/rb/DyveVMyQmgtlcR17eGQQRXgfUOvy+vuXzAL5DmE/Q8plxPPVUPO++m0BeXjySv7lcES8n6X19RW1N7hGflCRqcQsXtu508JQ1h9Yg74KQo7XtlD06gwpdgrQNbJkO+XTr9h6TJhlZtWoKZvMI69iOsHMBaGxs5O2336a8vNzzHVAmkzj4W7ybfgK+RuSN/AEHa7SEBI91dUkwm80sW7aM6upqbr75ZpdzVPbu3cu6desICQnh4YcfxmAw2B23ZrOZxx57k3/8owQYC0zg66/h6qtt8+hs53enU6Q7Q1VVledDd9QGxarnFtJg4xOCuFMxJqfFcNfoJEVjv1WovruoGPeoaDdXgvoy+OeA35QyHaCouoH7Pt7L+v0KbXA6EySl+hO5grQL6Haxl0j7COgG45+A29bBzHdFB8CfTort/Bsm0dfvL2yXCh1g0cS+PDyxr7ZJdGMTfLkIxSR6cKy4fmsAJrOFZ7443OY4HaKroNMFjE5+vlOR6F50PkjKrZSUJLKzAxk9ujWJDhAXF0fv3r0xm80uq9JTU1Px8/OjqKiIo0ePenwdAEGOZ2ej27yZq++8Ex1gMpvtr6r5+cI/ZM0atz9u5MiRJCQk0NjYyLp16/CEtktSa0s+4OnpNmuJHtZGXx+qq+cRGhrDbbfVsXr1h4wbV2XtHpDCANWO8ynT33mn9fjCQkEQS9tBItGlINLfgjJdQmioUEZLx8rAgeLvDRtsauqoKJufOAhiKS4O/P1t1itZWTBzZgLFxdeRknI3q1Y9icHwB2AOMA7ohwgqlZAF/IhQr78FvAb8A3gB+CuQKxu7D3iDuXPfYf78D4BlCNOI5cA7gMgVWb4cnnhiN/Au8AnwBbAZ2AkcBk4D8kTTVITC/F7gSeB3/O1vE8nL60dKSlc++8yeRI+OhksusW2X5mabon/QIMEjRkcLz3ZJNS1XncfHdx6STSmkItf48VLXgj2ceelv22avQgftqtDBfhsAfPllDeHhn1BRYWTFin6YzSJo+qOP7Nc7N9dzx4zFYmHdunWUl5cTEhLCjBkzPFuEzsiwkuhngZb4Aq7EgUSHDgkY3bx5MydOnKCiosJlVbrJZGLbtm0AXHHFFVYSXX7c/vjjCd59twQIAEYDIlvi0CHbfH6L57cETRLpJ06c4LXXXuPee+8977jGxkaqq6vtfjSH1OlCaR7YlrrMAtX5cHr7BVksdzAxNbrtQcDSbdlsPKjwQftiwVWLl/oyoZjULJkew3/mDaE9fNuDy/exfr/K92dHwdH6Zea7MP9zQQh7yfW2ERgBIxfYSPMrn4SU8TBo1m/SvsURolvE9VBggOgQfx68qreHl+gC4/A6+Gd/F8JudTDlRc0cNzuyytsMGAVRQnjqulRtFEQOrxPFfyUI/g12M3mhOSQkCELAhrN89FHrAK70Fobk119/paJCeaZKYGAgI0eOBCAjI8MjpLNTGAwwdiyJ33zDQ8AN2AKMASEtBCE9ddPmRa/Xc/311+Pj48PJkyfZu7d99zFHSA/1couXrVsduf8u1NTcSl1dBP/6VxXZ2R+SlFRnVYJqhVAODRVK8qio1sGjKSlinR25m+JiexJdGq+lIoKnILd8kZPrEqGelCTI4pQU2L4dduwQdhwpKdC/v70ie9kyeOwxPSZTdwRZfRUwFxHOKSEWGAbEIVyU/bGnY3xlf9cAxbzxRh6vvXYKOIZwYM5EKNsFrzF3Lvzf/4UAYS3z7QcMRShIpwCzAJu/kcEQCwwHYujRQ29dB8n+58orxTpLBQQ/P3Ft27ZNnEcpKWLbbNgg8od//NFG9v6WSTUQ1428vNZ2Jrm54vVDh4QavcBBW+bvLy/I2pPpWt2e8m0wfryRL79cwaRJNYhjcQago0cPsZ6O6y0P53UHO3fu5NChQ+j1embPnk1gYKBnZgzi4jrHllH4I4JMjwIudRy7cKHHA0aPHDliLchPnz6d6Ghl/JqE7du3U15eTmBgIEOHCqGkfJ+NGQPz5/ehsvJWoqOnEhsr7JkbG2HqVOcFot8aLqq1yxNPPMGLL56fhDxy5Aj9+/e3/p+fn8/48eNJT0/nHWfldhmefvppnnnmmVava7J1dP8KWHNP2+NmvivIJRXDZLYw5sVNbRIDOiA6tAtbH79K/cSAKxYvINSQiw5qhshxxPr9hSxY1r4HHs0HGXoaZpMogNUUQtZmyNzgDSztEgb9pkGvdEGi/UYDQ9uCyWzh9U0neOW7Y+2aXge8ofZg57bgqp1LQDhc96pmFM4bDxbyxOoDVJ51bBVvjTtHJ/G/1w28AEvlJn6jAaNyaN3KxNPoDNvDZu9SCawGqkhOXsiWLfpWZPpHH33EyZMnGTp0KNOnK78WnT17lsWLF9PY2Mjs2bMZOLCDzveMDMGmtYXNm21sjxv46aef+Prrr/H39+f+++8nLCzM7Xk6s3iRiHWHkcBSwsKq+NOfopk9+3dMntxFc3YKVVVw7JhQlrcVZijhzTdFMKmz7gkvbLYUwcGtLTry8kRQ6I03wpkz8OmngtDOyrKR6waDsIZpPsft22aXYgHMQBP2xHolBsMZTKYmoJmIiGagibIyH6Ar0dGJGAxdyc93nN+5Pw9savqoKHFc+PmJdTEabaGBwcGQmSnWyfFc6GxWDp7C+a45iYli+5aV2ayC/PxEUKsUyNpZLF3k1iC5uTB+vIVTp9YRErIPk6kLdXX3AEIgmpgoijMJCdiFc3tivfPy8njvvfcwmUxMnjzZWoj2CNasEZ1ZLTRqJaK3xATcAvRxHO+he6WE0tJSlixZQlNTEyNHjmTy5MkuTV9WVsYbb7yByWRixowZDB482Pqeo/WQs9Bg6XjtLAGjcrjyffSiEumlpaWUl5efd0xKSgp+fqI5oqCggPT0dEaOHMn777+PXn9+QX1jYyONjbY29+rqahISErT5RV2pl6hGPF87nd+r1c/eBfsSjeyrc6G9nul6Hbw+dyhTB2uYvOtISMR6bbFQYuf8BDvf6rzkekA3GH6vIMvrSkXIspc4bxPu+KGDsAB56jqNZxe057o7/3NRoNEANh4s5P6P9yotEXSye6V2sl/ag85AHHsSWt8e8mDR5GQjU6b8k2XL6qmsvJmUlP6tCMrc3Fzeffdd9Ho9Dz30kEvEcUZGBhkZGURGRnL//fe3+SzULixfLmTKLTgD7AEm4qBOX7hQJMS5CbPZzPvvv09OTg4pKSnMnz/fI+33rf15xcP/P/4hslNt1u/lPPDAe/j51bFy5U3k5fXXJElwPiIvNlYo0Z0RrXIySw4vYdo25GT75MlQVATdukF5udjW+fli25eUtLbz0Ovlx6ANEiEut1cB2/9yMsuRPJcHpjrb13LSXJpPVBS88AL8/vde0rw9kI4BEJYY8sJUYaG41jgqrKUg1tDQ1tcnyZZKi9vd8RqUkADr1v3M/PkbqK7WAbcCvYiKEiG18gKCJ73R6+vreeutt6iqqiI1NZXZs2d3mC86CCX6FoTZ0jxk90mdTtxEPOiN3tjYyJIlSygrKyMpKYn58+djcGHeFouFpUuXkpubS58+fZg3b16rbbNvXyMjR5poarIp+DtLoactuPJ9tFWY7IVEZGQkkY5R6udAfn4+V155JcOGDeO9995T9MXR398ff39/dxdTHeg5Siiz2goezXgeogao/sFT8kp/d1t2m2O/PVykfnJAsnhxRRmZ8Zwm9tW5MHVwLK+jc1mZbrbAgmV7WVTSCcINOwJ6g7ArkdArHcY/ZlOt15VCZS4cWOmClYVK4CXN3Ya7KnToJMGiIIJ8FZPoLepm+bmlYki+6EruJlL3lia80U9vV7bPArt3uoBRLzon8vLsSZCMDB+OHh2Cn982/vvfPWRl9Sc93Z6UTUhIICUlhaysLH788Ueuu+46xZ83cuRIduzYQWlpKYcOHWLQoEGeX6kYW4HViHBjrke0rF8iH7d4MYwd63bLumTx8sYbb5CVlcWePXu47LLL3JoniAf8mhrH/SPei4nBquSF7nz66Xx8fMooKupvN66qSjtEgeSZ7kjqSYSpySSOwYYGoYyV0OikHu9pdWhnRWiobdtI2z442BZk6u8vgkxvu01s85AQqKwU4ysrxf/yfaHTwVdfCVI7KEiowi0WoVyurha/f2gxYh43zjbPsjIxbb9+UFsLb78N06bZpg0PF69HRNiT5vJQUEmJLt/XWiokXQw4EscZGbbrzZgxomBRWmo/TWxs68KVNF1UlDYJdAmOljYZGdCjRwxmc1dgDNALgLfegmHDbNvK8R7pDiwWC5999pk1T3H69Okd5osuIQCYjGCAWn2Sh73Rv/76a8rKyggJCWH27NkukegAu3btIjc3Fz8/P6699lp0Ol2rYNyKim3ccsvPvPfeNQibKOys6pxdK36LuKhEulLk5+eTnp5Oz549efnllymVXZFc9QPSLKxE7fy2x258AvpPUz05NTE1WhGRvnRbNsOTw9WvnJT87L9cCPXn77SwYsPjmthX58LUwTG8qR/aLmXsK98dZ/nOXJ6ernFV7IWAI7kOcM3f7Mn1wO7iuLuYJHtghLCWCkuErpHQNUp8s/eS5h6BV4Uuw+F1rtlpAUx+QTPHn1JfdAma8UavLVY2zhsw6oVGEBwsyA+wqeq6dh3Gtm3buPXWE6xZU0lUVBjBwfbTpaenk5WVxb59+xg7dqxiVXqXLl0YNWoUv/zyi7Vj1+MYO1Y8Uefn42OxMAr4DtiEcH6WuzizcCFcf73bREH37t2ZOHEiGzdu5JtvvqF3794esXhx3D8gSJv8fEGmF7ZE95SV9QB6kJgoxjU0nOWaa/zp0UOvKSJZInarqsR6S4pmuSe6zNYXEEr14cPh88/Fb3mHBQjLmL59tbMNLhbkpLq8qBEfD5s22dvEgFCG6/WCIJcjNdVGVEnFnpAQ23iJ7Prxx9bziIuzfaYUORASYvtcifzykuaegTPiOCPD3hrDET5O2LeEBG2Tk3IiVl5MSE+Hhx9OpLb2AQTdLPDHP9oXHqQCgiewdetWjh8/jo+PD3PmzKFLly6emTEIS5d7bFbLkthF5/AbENWrJUs87o2enp7OmTNnmDRpEl27dnVp2srKSr777jsAJk2a1KK8ti8GdetWy8aNP/HZZ83I99ktt4giXkKC91oh4aJauyjF+++/zx133OH0PVcWX+uto4ByL+7bv1S98q5TeqUDGJvgnwOUE5kat3gB91WyXt90D0Puu15Xak9q1xbbE+/O3lP6mnweXi/zDoNXhe4AV6+xgRGaUje74oseFujLCzMGaac40om+w7iDTvF91IPQ+vZwVHMBfPjhh2RlZdG//1imTJnglBz54IMPOHXqFJdddhnXXqvAvrEFRqMRvV7fMbYuEtasEZ4EQDPwOsJNfCJCV2iH776DCRPc/kiLxcJ7771HTk4OycnJ3HbbbR61eAF764Xly2H6dEEkS4iNhY8+qmbOnA8pL08gOXk6P/yg0yRxUFVlU0aXlNgHiyYmwt/+BnfcYSPbfXxgxQp45BHIzrYPI5WU6XIy1gsvvLAvPKWkCOXu7Nn2uQSxsbByJcyf3/kyCZzZuZw82cSECVWcPi0PuRXb4NFH7beBTue5a8qpU6f48MMPsVgsXH/99QwZMsT9mUpw8EUHEf/7EzAJESNsBw/dF53BYrG4fG+0WCz897//5cSJEyQmJnLHHXeg0+nIy7O/Lz744HqefXYnlZXxGAx3YTLprLZSnem4PRc045F+oaH1L+oAHFgFq+9qe9zIBULRpXK44pX+37tGMLpPRAcvkYdweJ2y7gEJcz7SDMlzPrTXN10H/G5UElcPjGZ4cnjnIPu88MIDcFeF3ukyCQ6vc63rJzACHjkCPh2k3PQwXPVF73z3xc4bMCpHp/g+6kF0xu1x+PBhVqxYQVBQEIsWLXLafn369Gnee+89DAYDDz30EKFqYycXLRJt6cCvwGeIKMSHgUD5OA8q786cOcMbb7xBc3Mz06ZN4/LLL3d7nhKceYg7Kkd9fSE8/BjFxcsJC7PwzDN9uOuuG6io6KpZAvlcQaQJCbBzp2goKCqyn8bHB1avFoeAvPDgLHzSCy9+K3BWNIXWAY2OkHIIoLUfuhaLdHI4ErGbN1v46acVfPLJSdaunQX0BcQt4u67WxcePLUNampqeOutt6itreXSSy/lhhtucH+mEpz4opuBN4BSRHF5ovRGB/iinzlzhuLiYgYMGNDuefz666989tln+Pj4cN999xERYXt2sO2TM+j1r2NuV6DwAADz10lEQVQ2mzEYfofJlGRXUO1Mx+254Mr30Q6UMnjRIQjqoWzcjv+Ih1aVQ/JKV4IHlu1l48HCjl0gTyF1ulCaK8WXi4TKUuOYOjiW1+cOdXk6C/De9mzmLtnBmBc3aWc/e+FFB2L9flFobC+JDvD63CGdi0RfcZtyEh2EEl0jJLqrvugxoV0Yqfb8EAlmE2xU2HmlIQseL7w4F/r160dQUBC1tbUcP37c6ZiePXuSlJSEyWRi27ZtLn+G0Whk165dHDlyxN3FdY7rr7f+ORiIBhqBbxzHnTkjlHpr1rj9keHh4UycKCiJb7/9lrIyz9nUSXYbUphferogvhITQXIKbW6G4uK+REfP4O67fThz5jgvvvgWo0fnMXmyINK0htBQYc0SFdVaUTh8uCDTezg8XhqNoi4iESfLlgkSPStLFCKOHdPmtvDCi/ZCKsSNHy+IR0c4hsn6+golemKiuM6kp4vXMzLEOeVJO5OLCcnOJSVFXB9GjPieNWuO8PnnJuTWIM8/L7ZbQoLnt4HRaGTlypXU1tbSo0cPpk2b5v5M5fjxx1a+6NsRJHogTrq0POiLbrFYWL16NZ9++il79uxp1zzq6+vZuHEjIKxh5CQ62PZJZORmzGYz0NtKomdkwIgRne+49QS8RLrWIIWOtgmd8Eo3O4nsVhkmpirzua8828z9H2uITB/3qMJ9hbAo+OcATRQ/2sLUwTH8Z94Q2isqL6xq4L6P97J+v9IQQS+86DwwmS38dLKcp9cd5IHlrgX5yhET2oU3bx3aeSyTjE2i4KhYq40oZmqo06fT+qKD8pDR9Cc1tc+88OJcMBgMTJgwgdmzZ9O3b99zjhs/fjwA+/bto66uzqXP2L17N1999RU//PCDS1aXiiF5pet06IApiCLeL4iW9lZYuFAo99zE8OHDSU5OpqmpiRUrVtDc3LbNlVJIKmq5InLrVnjjDftxFssg5s27B4Mhgtdeq+b/s3fe4VFdd/r/jDqSADXUEEISYJtijDE2HUQxzfRqRHNsY5M4WdvZZOPsb7PZbDa2s5vEdhL3gk0THdPBpoMwphuD6EhIQgUV1PvM/P44utJUaUaakTQz5/M8ekCje+/ce+6de8+85z3vNy1tJWlppykudsyJ3LqDCKam5Xt7G7+mnMo33tB3I65bJ9ztjjqwIJFYQ1GR0FAN89DT08XrV64IN3qmQRcnLAy2bRP3F0Vkjo8XhuWjR51rVocixEZGniQ7+wQbN4JWOw1392588on+8Stiuq3aQKvVsnPnTtLS0vDx8WH+/Pl4eno2vaI1ZOlrT7eBg3X/HwfUp7AHB8PmzTbNRU9OTubevXt4e3vTq1evZm3j8OHDVFRUEBYWxtChQ00u4+WVw/Tpl+t+E5E0ugVGbXnOnAUppDsaStHRJtFC8T3x5bWd81RsEBGdfYyrHJtAC/zXjiuorc0OaQssPld1lOcJt6VTiOnNc6br8vPEC+y55CCDJhKJDdh3OYsRfz7Ewk9P8eXJuzRXF3l9fC9O/Gas4+RmN0XyDvjbI9YV0O0YKQYzHYR9l7N4Za1lAycBvp58uHigY53fEgvv5cE97LsfEkkr8vjjjxMV1ZfMTNNftzIyIDAwhsjISGpqajhz5oxV2+/fvz8eHh5kZWWRYeCWswnu7vDee/W/dgfGAqOBnobLarVCITl+vMVvq1KpmDNnDv7+/ty/f5/du3fbdKBAKUCquO1AFL/TJScHrlwJY+XK5RQW9iEgQM38+Xu4cOF7hxWPO3c2HUmhOPPj4uCjj4zXe+mlhlx13Sn+9+8LcTEjQwrqEudCEc91XeharbhfREeL63/ECOHUHTiwIdLFy6vBhZ6RIWZxgLGbNyrK+cTIgoIfGDlSma80HhjApk2iNqeuYz0+XrSNrdrgxIkT/PDDD7i5uTFv3jyCg+0wUzOiob/9ANiM0KQeB/TUjg0bbCqiq9VqDh06BMDQoUObFX2Xk5PD2bNnAZg8ebLJmDmAM2fS2bpVBfQFxPEuWaI/+8IZr9uWIIV0R6TPdJGBbgmlOU0v08a4u6n4/bQ+Fi+fXVzFPw/dsuMe2RBrI17Qwt7fOMRMgqaY0j+CjxYPJLyTCZuLBWi08LN153nvwA3HGDiRSJqJWqPlvQM3WbHmvFWOZEMUF/qr4x9yHKdyUzQnzgUVTP6zw8SDKLnolhQXBXh/oYOJ6Mk7xAw5S7A0vk4icQB0RZibNyuoqmqI6UpPF69Pnqyif//hAJw+fZrqastj/nx9fenXr1/9unZh9mzhsAsKAmAkMIZGvkBu326Tt/X392fu3LmoVCouXrzIhQsXbLJdMB3xolsoUGHJEkhJ8SY2dh5ffjmJoKAQXn11gNM4sTMy9I993Tr43/81v3x5uUjw0c1Z12rFdTxpEiQnO0e7SFwb3fv29ev6LnTFde7lJcTzzExQbtnR0XD+PHz/vWu40HW5ceMGq1ZtR6SHDAXEM+1Xv7JfnAsIt/bBg8IbPnnyZHr0sJMZo252VjWwHqgAugLPIGZpoVKJg1Tye2zExYsXyc/Px9fX16yTvDG0Wi179+5Fq9XSp08fYmJiTC6Xng6vvjqIBw9+TvfuT5OUZDyLQGKMFNIdlYenWLZc/m377oeNmNQvgg8XDySgg2VTcd45cMM5I14ASjLh2F/stz+tyKR+ESS9MY7Xx5uf1twU7xy4ycA/fisFdYlTsu9yFsPfPsg7B0xOlLcYp3OhQ/PiXHxDYP4qh4kHcepcdLBiIEQFnbqK+DqJxEloiAK4ypAh/2TjxsOAfrG1+/chMrI3gYGBlJeXc/HiRaveY/DgwYAQFEpLS218BHXMng0bNxq9XAucx+AO/e67NslKB4iJiWHs2LEA7Nmzh2zDipgtwFTEy5Ej4nfDvPC//U3FwIFDWLlyBampPty/D8XFWvvMAmhFdJ35hsXkPvnEePm8PCG+e3iI5aGh/TIzYfJkGfcicXx0I1wWLhTXuiIqKgVFDROsIiOFeN63r3DtmhKOncHNqzj1DTl06BKffaahqOgxunefwLZtKrvGuQBkZmaybds2QDwHbVmY2oi62Vk1iILb/sACwAOEiA42zUUHqKmp4WjdaO+oUaPwNpW/1QRXr14lNTUVDw8PJkyYYHIZ/QHVII4fD2DYMNOzCCT6SCHdUanPSm/CdXjkLYeJCpnUL4L3F1keB/KHncmOIazWR7xY4RA98iYc+bNTONPd3VS8Or5Xi3LTiypqeOfATZ74n28dZwBFImkEXRd6S4qJOqULHZoX5+IbAr+86jAiOjh5Lnp9gdGmntN1xyOLjEqcDKUIW7duXhQUlPHqq6fZvfu+kXgbHe3GsGFiEOnkyZN1xb4sIyIigm7duqFWq5tdiMwi4uPr89IBNMBKYAeQbLjsihUNNs0WMmLECHr16kVtbS0bN26ksrL5s7YMMYx46dZNOKwN9YqXXxYCWkqKR/2y2dln+dvfPmPLln2obZAL3xYozvz1640z0N9+WyxjShdSCpEOG9YQ+QJCYJRxLxJHx7B4ZkIC/OUvYgBJKShq+JH38DDejrNlSpsrtpqRAW++OZvi4sl4eU1n924VM2faN86luLiYxMREampq6NWrFxMnTmz5Rg1Rq8VBJCaKf2fMwG/LFpZ17cpPgPqQlagom+eiA5w5c4bi4mI6d+7MoEGDrF6/pqaGb74RUTvDhw8nICDA5HKlpZkEBOQYFaK21ywCZ0IK6Y5KvThrgZDsIEVHAYbEBRPR2afpBRFFKU/dtma6fxvSZ7pwSfpa4SQ88ia8289hBkKawha56YXlNaxYI+NeJI6JUkj0v3deYdD/fCtd6OZobpzL1HfAw8tuu2VrnD4X3dICo77BDjWLQCKxhm7dICmpB6GhvXnwQMPUqXu5c0dr9KV1wIAB+Pn5UVhYSHKykTTdKE899RQgio/aTdRV8tLrssrdAKXs2T5Abzg4N1eICzZwpqtUKmbPnk1AQAAFBQV8/fXXVg00NIZhAU7dvPDoaCEegBCHldeUc3b7dgkrV8Krr57iww+/ori42Cb71Np07gwPPdQwoJCYqC+qb91qWiTMzBTCmLu70Jt020c37kU3a1oicRR0RcQ7d4RGqojoCpGR1EdgpKWZjsBwBhe6gmGx1cuXC9FqtRQVwf37bsBgwsPd64/XXkJsdXU169ato6SkhNDQUObOnYubm40lza1bISYGxoyBhARKx4wRvwPud+8SfPiwGHE8fBhSUmwuogMEBAQQEBBAfHw8HqZuwk1w8uRJCgsL6dy5MyNGjDC5jFar5dixXUyY8BEffviDUSFqZxsMsjVSSHdkLMrfdpyio2B9Xvor6847jkO5z3T45TXhmrSU4kynKUAKDbnplg6WmEPGvUgcDd1Col8kpfKg3LI8bFO4qeCDBCd0oYNLxLmAC+Sig+UFRie95VDnTqLPn/70J4YNG4avr69Zx5Or060bfPjhRMRE8BQgmdWrG0T0jAwoL/esF8STkpKsKq7Zp08fOnbsSHh4OOXl5Tbf/3pmz4bXXqv/dQQQBJQAhwyXzc0Vgdo2ENM7dOjAvHnz8PDw4Nq1a3z77bct3qaCUoDTMC/8xAn4+GP9ZSsqhCE/PR3+3/8bS2Hhs5SXe/PDD2m8997HpKSk2Gy/WhPdAYWHH9aPe3n9dSEgxsSIU2noUFer4d49kRkNQmDXjS26fl1fVJdI2hpz8SSgP+jTrZt+zQRDPDyMBXdnjsDQd+rnMHr0x/zf/+1i2jQtVVViIO3ECf2CxrYWYjUaDVu2bCE7Oxs/Pz8SEhKaFXnSKFu3imdX3YksAN4H9mdkoJkzR9QBiY8XuT/x8TaNc9GlT58+/PznP+exxx6zet2ioiJOnDgBwNNPP42np+no5GvXrpGZmUnHjp4MH25UQhxwrsEgWyOFdEcn2MKiCpZ+oW0HTOoXwevjezW9IFBYUcNP1ziQmO7hJVyTVuE8BUhBnN8TvxlL4vIhPDese320mLXIuBeJI2CrQqK6/HPh40zp72CiqiW4SJyL0+eig3UFRjs64bXsQlRXVzNv3jx++tOftvWutFuuXIGEhABEqU6A/SxeXE16ekPR0UmT4KGHnsTT05OsrCyrRFl3d3d+/vOfs2jRIjrae/71jBn1//VAFFsDOA2YnH/y2mvGOQjNoGvXrsycOROA7777jjNnzrR4m7oYxrwA/Ou/6i+TmwtbtugK7o+wfv3LfP11GB9/XMYnn6zixIkTVg2CtBeUAQVzcS/HjsGgQcb58QqKK33ECP2ImIULG0T1GzekmC5pW8zFk4D+vbioSPy+ZInxNsLChGisuNDBdSIwunWDLVtyCQpaRUFBBb/5TTYpKTX1g4+GjmawnRCr1WrZvXs3169fx8PDg2effdb2g/dqNbz6av3MK93ioumISDNbPdMswcPDo1lu+2+//Zaamhq6d+9O3759TS6jVqs5dEgMgQ8dOhQ/P78W7asrIoV0R8ffTI/GkH2/dShX88/H9iK8k+WuZYfJSwcLZxIY4EQFSEHMPBjaI5j/mt6P92Xci8RJsVUhUQUlD31KfyuKFzsKLhLnAk6eiw6ywKiL8Yc//IHXX3+dRx99tK13pV2Sng5TpkBVFcBwOnUKpFOnYlJSjjNiRIPweP8+qNW+DBwo+kRJSUlWvY/NXXnmGDlSLyu9B/AoYg7RLuqEBgWtVjTA8eM2eet+/foxbtw4QBQfvXnzpk22C/qubNB3p3/6acNyr72mLxT/9KdB5OW9SG3tAKqqtBw8eNCmRVHbAsO4F2VgIT5eOM4jI00706Eh/uKNN+DZZ/Xb6tlnZdyLpG1QrjnDeJL0dPH6lSvGMymU35VUDeVfb29Re1nXha5SuUYERkFBAQcPrmLmzDIgAlgMeOnNsLIXx44d49y5c/VxX93s8YZHjuhNKdgP3MeguKgNn2mmUI6zuRFmd+/e5fLly6hUKiZPnozKjGPx+PHj5Obm4uvry9ChQ1uyyy6LFNIdHUuLjpbnO1REiLubiv+a3sei8pxaRF766ZQCe++W7Rj1q7rzZgVH3nSY82cNStxLeKeWfQl858BNBv3Pt/xx5xW+u50vRXVJm2GrQqIAQX6evDA8hsTlQ5wzDx1cJs4FXCAXXRYYlVhAVVUVxcXFej/OiBIXouRHR0d7UFw8CYCgoErS0rR62dJRUcIZ5ubmxu3bt8nKsn62XWFhITt37qTWMNDXVihZ6TpMBHwQjvSzptbZvt1mbz9ixAgef/xxtFotmzZtsqlorQhghsVgX3wRPvlEf9n583Ud256cPj2DRYumMWDABHx9G+7ZjuhOB/2BBZWqoU2io4WgqFaL6zXSzFeZl16C1FSx7DvvNLSVjHuRtBa6AzaKC12rVQo8i+txxAgYPBieeKLhM5+Y2DCTIiYG+vdviHtS8tATEsRyui50Z4rAMBV/U1hYyFdffcW1ayV8/XUYsAToAAjnvqHD35acP3+ew4cPAzBlyhT69LE8Bthitm4VN/Y6rgLnEL3VOYDeRINmPJstobCwkKNHj7Jz507S0tKsXl+j0bB3714ABg4cSHh4uMnlsrKyOHbsGCDa08enZZG7rooU0h2d+qKjTVHXkXOgwqOT+kXw4eKBBHQwnetkyLfJDuQAqT9vVroMd70uRCcnY1K/CJLeGMfr4x9q0XYelNfweVIqCz89xZN/kqK6pPWwdSFREMVEz/y/p/ndtL4M7RHsWK5kS3GROBdwkVx0WWBUYgFvvfUWnTt3rv+xi7OsHaAbF3LihPiJjX2I4uJXKCh4BlDh7Q179jS4+QICAuqnYitfdC1Fo9GwevVqzp07x65du+wn4s6eDZs3Q4io+eMPjEO4002mrL77rk2y0kEUH506dSqxsbH1RedsORBjGPGiFCF9+2395d5+W19sj45WERr6BL/85dB6gTg7O5vPP/+8WQMi7QEl7kVpk+ho8XpamjjukydN56brUlsLc+Y0iPCGcS8lJdKdLrE9uuL59ev6LvTMui6Kl5e4ljMzqc/4PnJEv07AsWNw6JAYUBo8WD/C5eGHndOFbir+pqioiK+++oorV4r44osQCgqWEBPjW19sVdfhb2uuX7/Ozp07ARg1ahRPPvmk7d9EyUUvEKbMYkCxLg4DYg2Xj7B937ympoavv/4atVpNXFwcMXXFTa3hwoULZGdn4+Pjw9ixY00uo1ar64t29+3bl379+rVwz10XKaQ7A32miy+kvk1lqNYVHk2x33QUWzOpXwTvL7Is+uOLpFTHyspWzps1+bDlefC33k7pTHd3U/Hq+F58tHggAb6WDZ40RkFZg6g+4s+HHOvakDgEuuL5k386YJNCotAQ4eKUxUR1caE4F5fIRQdZYNRJeOONN1CpVI3+XLt2rdnb/+1vf0tRUVH9T7o9rWxtiK6rt1s38bNmjQroUr/Mjh1gGGE6YsQI3NzcuHr1KlevXrX4/dzc3JgyZQpubm5cvHiRU6dO2ehITDB7tqgy2UUcyyDEJP8gc8vbMFfW3d2dBQsW0KVLF4qLi1m3bh1VVS2b/aVgeM7S0/Ud6m8YlH544w3j5RSB+MCBA2RkZPDJJ5+wb98+qqsd0wijtMnevcKBrhv3kpDQ4E43l5+uTI6oqhKGT0VUP3JEOIR13elSVJe0BFMRLgsXigEcXRd6Wprx7SgxUXyWDe8ByoASGBfPdCYXuoKp+Jvs7GyuXCli5cogNJpleHj4s2EDDBtm32KraWlpbN68Ga1Wy+OPP86YMWNst3EFg1x0LfA1Ihc9AtCTo1UqcRGMHGm4lRbugprExERSU1Px8vJi4sSJVm+joqKCgwcPAhAfH1+feW44u8DNzY0hQ4YQFBTEY49NkffbFiCFdGehz3QxRdoSNj/nUELskLhgIjpbNuXk37f9SHVt8zKl2oQ+0+H1K9ZlppfnwcYlcOTPDjO7wBom9Yvg3H88zevjH6Kzj4dNtplVVClz1CU2Zd/lLEb8+VC9eF5QZpsvyK+P7+W8ES66uFCcC7hALjrIAqNOxL/+67/Wi7jmfuLi4pq9fW9vbzp16qT346zoijDGxesKWLZsL6mp+n25sLAwhg0TtQN27dpFWVmZxe/Xo0eP+i/hBw4csK8b2ssLPvoIEAOAunesHMNl09Mb1Fcb4OPjQ0JCAn5+fmRnZ7N+/Xqbxdko50yJ5tHN+d64UX/Zl14SGeqGcTBRUTBz5kweffRRtFotp06d4sMPP7SqiGx7onNn6NPHdNxLXJyYoKDE9HuY6brn5AgB06tuHPz6df0aAbqRL8nJUlCXWIYlES7z5yt1KhoGdgyFdN14Et37tiHOKJ7rEhVlLI7n5z/Mnj0L60T0jpw4AU89JZbv1s0+xVbT09NZs2YNNTU19OrVi6lTp5rN+24RBrnoKmAw4IeIdDGacPPuu41Pw7ESpYjqnTt38PLyYsmSJYSZG5VshEOHDlFeXk6XLl3qXfumZheoVCoef/xxZsz4OZMn+8mIrRYghXRnwtIvphUPHC4v/ffTLMvCKiirYchbBx3LfezmDvG/sb4A6ZE34d1+DnMerUFxp5//zwktjnvR5Z0DNxn4x2+loC5pNrr559YIo03hMi50cKk4F3CBXHSQBUadjC5duvDII480+uPl5VizQtoaQ2fzsWNqgoJWkp39PcOHnzeaEh8fH09oaChlZWVWx7Q89dRT9O7dG7VazdatW6mpadksqUaZPVu4zevQAnuBjwCjgLP5820W8QIQGBjIokWL8Pb2JiUlhc2bNze7QJspdGNe1q3TzUTXz0x/6SV9EV2J6fH392fOnDksXryYzp078+DBA7766it27txJZaXt+g+tiWHci5IpnZDQEPmyZYt5MR2EgJmWBk8/3VA/QDfyJTMTJk+WGeoS0+g6bA0jXDIzzUe45BiN7okZFq0RT+JoiNlTd+nePZ87d2D4cLh3rxcxMZ1JShIxN4bL2zLmJjMzkzVr1lBdXU1sbCzz58/H3YbidT0GuegKDwOvAiG6LwYHixHD2bNtugunT5/m/PnzqFQq5s2b16you3v37nH2rKhQ8swzz9S3le7sgtGja7l5Uzx30tNh7Fg3vRlUEuuRQrozYWnhUQUHy0t/YXiMRcsWlFXz0zXnHUtMh+YVIC3OdKhBEWuxddwLQFFFDe8cuEn/P+yXGeqSJlHiW7ZfvMd7B24y7K2DNsk/BxcpJGqIC8W5gIvkossCoy5NWloaFy9eJC0tDbVazcWLF7l48SKlpaVtvWvtBkNn85EjMHKkO19+OZKAAMjMPMLo0VV60689PDyYNWtWfcTLjz/+aPH7qVQqpk2bRseOHcnNzeXbb7+19SHpM2OG3q+1iLvBFiBX9w8FBSKH1oZiemRkJAsXLsTDw4Nr166xc+dOm2XDKxEP69fri+hHjsDy5cYFSP/61wYRXZeePXvys5/9rN4leO7cOavOZ3tEN/5CN1N63Tp4/XXh+o2JMW4jMHYCV1WJy0KJfAEhfMoMdYkhhg5bXaFw3jxx3Xl7Nx7hoouHh76j2h7xJO0ZU0VFAZKTk9m6dTWTJq0GGp7la9c2ONENsZVTPysri1WrVlFVVUX37t1ZuHAhnp620QD0MMhFvwYU6vzZ6BvHhg02F9EBvLy8cHd35+mnn6ZXr15Wr19TU8OOHTvQarX0799fL1tdd3ZBSsoxhgz5gI0bb5ucQSWxHpXWUcuJN4Pi4mI6d+5MUVGR804jVUQKS6fLL9sFsbbNebIX393OZ+GnluU9qoDwzj6c+M1Yx3J3Wnv+FDpGwuuXnVqcUGu0/PPQLb44cYeiSttM31UI8vNk1oCujO8TzlOxQY51zUhsjlqj5XRKAd8mZ/P1xUybxbbo8vr4Xvx8bC/XutZqq0WNB2ud6FPfcUgnulqjZcSfD1k0c8Fhn1kg6q58NbXp5Rz4XNoaZ+qPPvfcc3z11VdGrx8+fJj4+HiLtuFM7WEKRfy5f1/fsaxWq/nTnz7gnXfyiYgYzXffjTESIo4ePcrhw4fx8fHhZz/7mVXtc/v2bVavXk14eDgvvPCCfcQIEEpVTIzITNdqUQOrgLuIzPTlQAdlWZVKfGtPSbHp9Phr166xYcMGtFotw4cP5+mnn7bZtk2dP90ZBgoxMaI4YWOGwtTUVM6fP8/MmTNxcxN+Nq1Wa5/IglakqAhu3IBnn9WPwlEGINzdxWWi/GsKd3eRs56ZqZ/DHh8vhHpnK+oosZyiogbX7OjR+iJgVpYoaKsIwmFhkJ/fEOFiirAwIbgrsyhc8Voz91w6ffo069fv5fPPtZSX96a2djYgnh2Gs25sTU5ODl9++SUVFRV069aNxYsX461kRtkS5ZlVd9GkAGsQz6kXgQDdZe30zNIlLy+P4OBgq58DWq2W7du3c/HiRfz8/PjpT3+Kv7+/0XJnz2YxYcKnPHigAeYDfex+Lh0Va/qj0pHubCgFLDsEWLZ8qYl5Tu2Up2KDiOjsY5HfXovIxT512xrXYzvA4sKxBpRkwrG/2Gef2gn2insBWZhU0oC9ss8VXCrCRRcXi3MBF8lF16jhzlHLlpUFRp2SL7/8Eq1Wa/RjqYjuChgWr1Nwd3dn7txx/OQnMGfOSdzcjOdXjxw5kq5du1JZWVnvOrOUHj168Oyzz/Liiy/aT0QHIS68917Dr4iv6gFAAbAZqA9c0WqFCn38uE134ZFHHmH6dHF/SUpKIikpyWbbbqoA6bZtQpNJTW06GiImJobZs2fXi+g1NTWsXLmS5ORkm+1vW9C5Mzz0kHHci9JGSUnCbd6YDqVWCxFdKUQKxgVcJa6DJdnnI0bArFni+lDIyTEW0ZXrTokc8vYW9Q50XegqlW3jSdo7hkVF09K0HDp0iMTEPXz+uZbi4kHU1s4jOtqzVeJvcnNzWbVqFRUVFXTt2tV+Ijro5aLfBzYAaqA7YPLU2zgXvbKykvLy8vrfQ0JCmjWYev78eS5evIhKpWLu3LkmRXS1Ws2ZM18za5YG6AuIuOTVq6WI3lKkkO6M9JkO81ZZtmz+bfvuiw2xJitd4ZV1Dhjx0mc6/PKaEJGs4cibThvxootu3IulRWitQRYmdU3slX2ui8sUEjXExeJcwIVy0d/tB8f/z7LlZYFRiQtjrnhd79696dMnCnf3Go6YKMbp5ubGrFmz8PDw4NatW5w7d86q933kkUfwaCyw2lbMni3yY4OCAFGo7VnE9PjbwDeGy9uhCOrjjz/OhAkTAPj22285f96ye7AlmCtAeuQIzJwpnOiK0DRqFJw5Y3o7hjEl33//PWlpaWzcuJENGzY4dCSSubiXI0dEFjVAdbUQQRurpVdbazxYceSIyGU3F7kh41+cC8Psc13B1zD7PDNTXFeNXVPu7uK6O3FCXE9paWKgJzFRv0imsxcS1Y1y0S8qWssTT2xl5cpjfPEFFBePAZ4hOtqNEydg2DD7xt/k5eXx1VdfUVZWRkREBEuWLLGfiK6Ti14CrAUqgWhgFgYByUFBNs9F12g0bN68mU8++YQcU8H9FnLv3j327NkDwLhx44iNjTW53LFjx7hxI4evv/YFptS/rltcV9I8pJDurMSMsCwv/chbDiW+TuoXwYeLBxLkZ5mzprCixjHz0j28hIhkad69wq7XRXyCCzCpXwQnfjOWxOVDeH54DEF+thXc3jlwk0H/863MUXdilPzz/955hUH/863Nss8NcVkXukYNt4/Azn/Bqrgq3xAxM8dB3csukYuuDI4UZ1qwsCwwKpGYQ6VS1Yu/58+fJzc312iZkJAQxo0bB8A333xDQV2mqzVoNBqOHj1qtRBvFbNnC5tnHeEIYQLgFJCtu2yEfe55w4YNY8SIEQDs3LmTq1ev2nT7ukU2dafFKznLMTGQlyd0GkORIj1dCIO6RTSHDBnCqFGj6rPw33//fX744Qeb5by3NsqAg66orlIpjlfRbhs3CkcwmC5KmpkpihvqiuidOulnY+sKgobtKkV1x8JUTreuW3rBAhETpIi45rLPTRmGw8KEgF5d99U4MrJBEA4NFQM+ruJCN8yXh4b7VpcuB8nL+5E1a9woLp6Ot/dooqNVnDhhfI/THXiwBQUFBXz11VeUlpYSHh7O0qVL8fGxvVEO0MtFrwbWAUVAMGLg1+h2tHGjzXPRDxw4wK1btygrK2t2cezy8nI2btyIWq3mkUceYfjw4SaXy8rKYteu43z5JRQUPENcnJ8srmtDZEa6M5O8AzYuaWIhlRDcX/vRofK1q2s1DHnroMWxC+GdvEl6Y5zjiVjJO2Dvv0GJFQMBLppDq5trve3CPR6UWyZiWYrMUXcOWiP/HOT1QvIOUYDSIqFVByXOxUGd6C6Ri65RCye6pSI6OPTAiD1wuf5oE8j2gG3bthEcHMzQoUNNxrBotVq++uorUlNT6d69O8uWLauPB7GES5cusXXrVjw9PXn55ZcJCbFy1qOlGOSlAyQhhIpHlGW6dIF33oGuXWHkSJvnzmq1Wnbu3Mn58+dxd3dn8eLFZt16zUHJazY1w+DMGSGip6YKsWLHDiHQabX6DuujdYlYHTuKv2dnZ7N9+3ay6pz6PXv2ZNq0aXR2AnVPN4s5MREWLmwoLFpbK4RzLy9h/szO1l83KUm4YTMyGrKxY2IgMFBsd906kcuutLeyfSXnuqSkoY0l7Q9zOd0A338vRHOlcO3f/iY+W41ln3t4iL8r/0ZHCy1UN2bI8LPnKuh+hnQHAtPT4amnysnOXguMA+LYvx/69DF9j8vIsF3bPXjwgC+//JKioiJCQ0NZtmwZfn5+Ld+wIWq1OOD586GgAA2QCNxEzJ56AVHPox475aJfvHiRr7/+GoB58+bRt29fq7eh0WhYu3Ytt2/fJjg4mOXLl5sceFCr1fzv/37K//5vNoWFfYiLm2+yxofymZAFRwXW9EelkO7sHPmziPxoiiXboUe83XfHliiuP0sv4NfHP8Sr462vhtzmaNQi/9yS86hL/L/DqF851ACJrVAKk9rLYezyIqkDoQjn90sqSc0rJ/F0GtnF9olukdcFzb9fAaByaMFVrdHyZVIKf9xtmQNSBY4Z6WJpcVEQTvRJbzvsObUXLtkfbQTZHo2Ls4pwodE84MMPP6S6upoJEyYwbJjlszy0Wi2rV6/mzp07REZG8sILL+Bup8Jp9a4/8caNLxsVJfLVbez602g0bNq0iatXr+Ll5cXSpUuJaiWlQFek8PaG4GAh7DVV2FCtVnPy5EmOHj1KbW0tffv2Zd68ea2yz/ZGub47dhTCqRLPkZYmxM49e6C0tEE4VVDiOAzFH0UoVYqXenjAli3w6qtSVG+PmLu/ZWSI2Qe6nw1z59oUYWHiGtCNewkPNxbPDa8FV7oGdNtet127dy/g3XeD+MUvlBkBWhTzQ2sUoiwqKmLlypUUFhYSEhLCc889ZzLju8Vs3SpuDDrTHiqA1UAusAwwejKoVDaPdElPT+fLL79ErVYzevRoxowZ06ztHDp0iGPHjuHp6cny5csJDQ01+fmqqqpiw4ad/Pa3d/DweIUTJ/z0zqdyLbjiZ6IxpJBuBpfsqP+4Gba80PRyHQJh2t8d7svuvstZvLHlR4un0H/kiKKFgqWDIrp0ioRJf3a482or9l3O4o2tP1JoY3e6Lop4OvaRMFBBXmkVoR19XFdIbQe0lutcl9fH9+LnY3u59jlvzgwaBQefSbPvchZ/2Jlscb5+gK8nb89+1DGfR5c2wtblTS836tcQ/1uXHMxtCpfsjzaCq7eHoSszKkp8NVOpVEZfdm/dOsfOnTvx8PDgpZdeIjQ01OL3KSkp4YMPPqCiooKRI0fWx8XYBRPiBYhp9IeBZwBPEIIF2Fy0AKitrWXdunXcuXMHb29vEhIS6N69u03fwxzp6Q0RFAqKKAyNuwHz8vLYt2+f0zjSDSkqEhMWXnih4ZqHhjaJigKNBvLzoarKvMBqiK4becsWeP11KaS2BxpznSufk5ychnO9erXIb1bO3V/+Yv7WEBUlJrjk15XgUQZmkpIaZoG48kCKqbZPT4ehQy9w795ORGb2IEC0W2KiftvbS0wvKChg1apVFBYWEhwczHPPPUdHW2XF6KIM6pqQO6sRcWPRhn8IDoZPPrHp86ioqIhPP/2U0tJSevfuzfz585tVXPTGjRusW7cOgDlz5vDoo49a8PkqISSkI4cOGV/7tpxd4CxIId0MLtlRt8Y55qBuwKRbeSz67HuLlo1wxGn0ClZNpzdAutNZmZRi8YCLLZDuZPuj6zYP8fMGFRy8mtNq4jmIe8rvp/VxTEHUliiZ2dZkoSs4eJyLtbOjANa+MJjhvewUrWBPknfArtcsKxy7bBfEjrT7LjkiLtkfbQRXbw/dKffduqWwYsV+pk8fQefO/YwE165dtaxbt46bN282y1l+9epVNmzYgEql4rnnnrOvsKxWw/HjQjV9/XW0ubl8CNwH+gJz0akE1KWLaAgv2z4HqqurSUxMJCUlBU9PT5599ll69Ohh0/cwx8mTwm2rEBEBH3wA//qvxkJVU4LG7t27CQwMZMiQIVZF+rRnFBclGEdOqFTi79OnGw84GLarKRRRPS5OxL8YRnvIGAP7YMoZaxjLc+yY8aBIdJ2aqTvwZHjudAkLE7M90tLENjdsEJ8vQ4etqwqF5j5bhw9rOXnyEBs3HmfbNoD+wCzCwlScOdM6sR+5ubmsWrWKkpISgoODWbZsmX2e+0rMmM5gbhHQ5KVw4ADYeJB506ZNXLlyhbCwMF544QW8mvGcKygo4JNPPqGyspKnnnqKKVNE4VDDyJ7Dh7V1zxSVjG9pBlJIN4NLdtTrxdcsmhY4HDMv3ZpMWnBgAQNaJla5uDu9LVzKCuGdvFn4VDQxIX7Srd4CWjOmxRzyXJqgthr+1hvK86xc0fHzs619/jhsLjpY8fxxzL5Ea+KS/dFGkO2hK14cJSDgMMuWBbJjxyukpHgYOQN1neXx8fHEx8db9V7bt2/nwoULdO7cmZ/+9Kf2K+ymcOQI1E1jvwusAtTA04CeHhoSAh9/bHNnek1NDRs3buTmzZu4u7szb948HnnkkaZXbAGNOafBtMvanFs6IyODzz77DICuXbsyY8YMq2YitHeaclTqtk1xcePtqouHh4j4+NWvGnfYWhKr5GpCbGOYa6+iIhg7FgoKGsRyBcO887VrjZ3P6en6AyRbtzacO5l9bjmGnydQPjPVhIRsp6LiCmVlAKOAMYBKL0IJ7Bf7kZWVxerVqykvLyc0NJSlS5faJ84F4OBBGD++/te7iDiXUcBIdAZxFeyUiw5QUVHB7t27GT9+PAEBAVavX1NTw+eff052djbdunXjueee0xtA133eREQcZcWKbFaufIbUVP9WielxJqSQbgaX7ahbK746oIts3+UsVqw5b9GyAR08eXuOg06pB+scgUY45qwDW2PvwqRNIeNgLKctB0AU5OyCRmjJ/cgJ8rOtmRGlXDUOmYtu8Ywoxx8caQ1ctj9qBtkegvR0GD26mpSUvwOlwDji4kbqfQlWhL20tB/ZsmULbm5urFixwiphtaqqio8//pji4mIWLFhAr152rh+UmCgUrzrOALsRd4sF6BQhBbtk04LIH9+yZQvJycmoVCqmT5/O448/btP3UDB0dK5eLQ4nJ6dhmdWrxTJNFSEFkW9/4cIF9u/fT1VVFe7u7owcOZIRI0bg4eFhl2NobSwRs3VFdCXyo6nikwqNieiWiviuJM42JpaPGQMPHhiL5adPCyFcEctNOc8N884NawboDpAoyxoWl5XZ541jqqhoXt59xo3bxIMHuYA7MA0PjwGsXAn/7/8ZZ9Qr27HloMTt27fZsGED1dXVREZGsnjxYnx9fW2zcUO2boXly8WoDiLCZSVQBfQG5mMgpNsxYswW7N69mzNnzuDn58fLL79ssp8kYlyySUv7FDFUPYe4uEeliG4lUkg3g0t31JN3wM5fQEVh08vO/hT6z7f7Ltma9w7c4J0DNy1a1mGLvCk02wGKw8co2Bp7Fya1BlcV2HWd5qEdfXiieyDn7j5oU/FcQWafN0JzZ8h0CIR5X0HMCId2LFtbo8OhY4AsjYlz8Kz71sKl+6MmkO3RwDffwMSJl4CtgDtff/08M2Z0BfSFvb17tezbt4Fr164RFRXFCy+8YFXmalZWFl5eXgQHB9vlOPTQcaSDeGLsBs4ictKfA7oqf7SjK1Cj0bBz504uXLgAwPjx4xk+fHizsmrNYUrEAuO8dNCPp2isCKlCcXExu3fv5vr16wB06dKFGTNmtFoR1bbEsF11BdXGilEqJCWBqdq8ps6XuXiLjh0bxGVDoVlXdHQkF7vucZgqCLtnD/Tt23BM169bLpZbkneelCTWNxx4WrRIFI318BBO6UceMS6Y6crZ54YYXo+65yMqqpynn36PjRurKCvriAjV6s7WrTBrlv2jXAAuXrzIjh070Gg0xMbGsmDBAvvNhDLIRS8EPgdKgO7AYurqc+jSrRu8+65NRfTMzExycnIYMGBAi54xurnoS5YsMRtNplareeONT/nLX7IRw9MLSEpSmbzvScwjhXQzuHxH/c5RWGXBl1sH/SKs1mgZ/vYhi6Megvw8OfXb8Xh5OGjWYEsziR3wHNsTa4sFtia6cSJKFrgjiOzmBPKmMs3dVKBp4yeTQ4ue9kajFsLq5ueg4oGVKzvHrBhrc9F/90xvnhse224/q42iUcPht+D4/zW9rIMOxLc2Lt8fNUC2h6ChQKUW2AxcISAggNOnV+Dj42MkdnTqVMz7779PVVUVzzzzDE8++WQbH4EZlKzae/fqxQ0NkAjcBPyAF4FA3XXskFMLwt194MABkpKSABg6dCgTJkywmZhuPlZBxFFUVek708HyIqTK/icnJ7Nnzx7Kysro2LEjr776qtM4082h266KC1lpp3fegTlz9KM/DGks3sDUDALD2JFOnRref8cOePHFhnNcXAxTpkBkpNiXBQvE//ftE5c8QJ8+xgK7PQX3xhzlN27AQw+J33WPaelSYeDdsAHmzRMDPN7esGsXvPyy2M8HDxoEbnNiualcc3Ov62ajGw5kjBol3svUZ8GRBivsjblZFfoFj48hwk1mI+641sVLNRetVsvx48c5dOgQAI8++igzZsyw3/3KIBe9HPgCyANCgecBPfk+OFhc8PHxNh24VWZ9FRQUMHnyZAYPHtys7ZSWlvLhhx9SVlbG0KFDmThxotllN248wssvH6Gw0Bf4GSBjXZqDFNLN4PIddYvz0h13ara14kaQnxdvzurnuGJZ8g7Y+29QktW89V24CKkp2kOMiLXoxo6YEqrzSqtsLr47skDeGDLCxQKSd8C+3zSv6LETRLmAdbnoDp2JDtafbweMhmsLXL4/aoBsD+PCezU1lWRlfQw8IDCwD/7+80hPVxl9MT59+jR79uzB29ubV155pVntl56eTlZWFk899ZQtD0kfA5cgiGn2KxH3yQSgo+7yQUHw6ad2m2b/3XffsX//fgD69+/PjBkzrCra2hhNFdE8ckQIjwpdusAnn1hXhLS8vJxvvvmGhx56iD59+thkv9s7ho5pQ1E9Jgbee89YVNcVfS0R0xUMz4NyLnXF36gosR/V1aLYZX6++H90NKxcKQR2EGL08uUiouTwYbE9RXw3dFUnJ4t1+vQxFsR1/2ZOmAfTwqoSy/Ljj9C/vxDAp00TxxQZKZavrRXvpdEIRzqYbkdzYrnyfoYFYXXzzg3Fd29vMTtDN6Nb95zI2BbTNHafycvLoazMnQULQurOo7jvhoer+PDD5hU8thaNRsOePXs4e/YsACNGjGDcuHE2nQGkh1oN//gHvP46ADWIehzpQCfEYK3e09FOMWLV1dWsXbuWu3fv0rlzZ1asWEGHDh2s3o5W21BYPCwsjOXLl5sdgDh7NosJEz7lwQMNUVFz2bChn9FgoBTTLUMK6WaQHXVcoliYtdPtHT7mRaOGY3+BI282b30XL0JqDkcU1S0VqpsjvjcWt9LeBfLGkOK5hbT0PuMkg3ZqjZYvk1L44+6rFi3v0M8Xq2Y9OW6foS2Q/VF9XL09zMWBDBlyj8zML4AewDyioz2NxCaNRsMXX3xBRkYGvXv3ZsGCBVa9d05ODh999BEqlYqf/OQndLPnt+2tW2HFCsjNrX+pFPCq+zHCTkKHwg8//MD27dvRaDT06tWLefPm4eVlu9hDU05RWxYhNeTGjRvU1ta6hLBuiai+fr0QewMChNPanLtZwVD8NYyDMRzsqq1tEJsB3NyEAA3QtasYM1L+7u4udD4PDyEiP/ecmJ0QHQ2bNjXkfL/zjngPENfB66/rO9+feEL8bfdueOkl4yKsoaHw+ecNArnu9aSbYe7hIY4vIkI/dkjZTxDidn6+6UxzU2K50l6mrnFTgxmG7ZmUZHxepPPcNOZnvmgJCztNefm3lJcHoVYvRzfIxJrZLy2hurqazZs3c+PGDVQqFZMnT7b/QO2rr9Y70QEuI+Z1+SCc6HpVRIKDxeilHUV0Hx8fli5dSmRkZLO2pQySe3h48NJLL5mtg3L7dhWDB39Gfn4uoaF9OXt2ntl4KhdIAWsxUkg3g6t31Ouxpjjcku3QI97ee2RzrC0A59COQQXpTrcbjiiqW4qlIrgji+W66MbktPdonHZDS+4tThQjZW38U4CvJ2/PdtDC1hYXFwVHnsXWVsj+qD6u3h7mpuYLoSoTiABU7N8PEyY0rKeITJWVOXz88cdoNBqeffZZHnnkERPvYp5NmzZx5coVOnTowHPPPUdYWJitDs2Y6mqhMuaZrvGTDkShUwjOTlPvFW7evMnGjRupqamhW7duJCQkNMs9aA5dR7GhsPHXvwoxVGdcodm5xcXFxXz44YdUVFTw5JNPMnHiRKePe1EwJaobumx1hWZTgxJNOdIbW04Xd3cICWmI7zElRuvGz0RGit/T0oTIqVY3xME09jdF8NYtuKl7rRgWsdV1gBvGsixcaJzfb47GxHJDp7q5vHPdlAvpOm8epgZfy8pKGTFiO/n5Sr24nsAcvLw6EBLScC1ZUo+hJZSVlbFu3Tru3buHh4cHc+bMoXfv3rbZuClMzHZSOA8EI7LR9bBDdJiuiO7t7c3SpUvp2rVr0yuaIDc3l48//pja2tomo2FSUwuIj19NSUktJ0+u4OGH/er/Jj9f1iOFdDO4ekddj0sbYevyppfrEAjT/u5wX46VqffZRZUWx7ysfWEww3uF2HW/7I50p9sdZxbVnRXpOm8GGjXcPQnX98CpD5q3DScqbGxtbBg4+DPF0uKi4DSRPa2J7I/qI9vDdLE4JSNYIS4ODh5UExPjbvQF+ezZgxw/fpxOnTrxyiuv4O3tbfF7V1dXs2rVKjIyMvD39+f5558nKCjIpsenhxnh4wRwAIiv+9EjKkrkdtjBnZ6ens66deuoqKigS5cuLFmyxObXoaVFSN3dhUNZNwbDkmn5arWaw4cPc6LObhoeHs7cuXMJCXHQZ1AzMZcNDubdzZZkpOu2v6ET2xIMs9s9PMQYkSK4G4rm0PB/Xed7WJgYg1Lc7Rs3mr9WLBG7FSIj9d315jAnlpsS6WXeuW1prKBoRMQNnnlmO+vXl1Fa6gE8DTxFZKSKb74RbWs4uHL0qNiOLdu+oKCANWvWUFBQQIcOHUhISLDvLCeDTHQQ9TfMVr+zUzFrjUbDqlWrSE1NbbGIXltby2effUZ2djY9e/Zk0aJFqFSqRu9t586VU1ZWwqhRxoPg8vNlHVJIN4PsqOtgzZdkBy0OZ63wEdDBk7fnOKh70BBrZh0Y4Zjnuy3QzQpvLBtc0vpI8bwFtCQHHXA2h3J1rYYhbx20+DPtFLOcLB1sH/VriP+tnMlkJbI/qo9sD310BRJFmHJ3r0at3k1oqJrt2+ewaJFKTxAJC6vhww8/pKCggMcee4yZM2dalUVbUVHBl19+SU5ODoGBgfzkJz+x77nYulWERhcU1L90DthZ9/+ZwADd5ZVjsVPUy/3791mzZk39tbhkyRKbitDNKUIaFyeKQHbubLkwfOvWLbZt20ZZWRleXl5MnTqV/v372+w4nA1TAxyNxSI05Ug3x0cfiVSjpjB0C5t7H0Nh3tyAi7n4FcPXGxPSDQX7psRyJTZGN8lDOmNbhrlZSykptQwe/A25uafrlgwD5qAEmShRLoaDK/Y4DxkZGaxbt47y8nICAwNZtGiR/QfyDh6E8ePrfz1f95MA+Boua+dnyNmzZzlw4ACLFy8mqgUZKt988w0nT57E19eXn/3sZ/j7+5s8/1VVVXh7e8vPlo2RQroZZEddB4sLj4IjZ5/uu5zFv2/7kYIyF8lL16W2Gv7WG8pNT59tlA6BMO8riBnhcOe8PaArsKfmlZN4Oo3sYsviICSWoxvTYuuCqi6LVbnYZnAih3JzniHg4M8RawZiZXHRZiH7o/rI9mjAUNhrcH/ew83tczQaDe7u01CrnzASz1JTU1m1ahUajYaJEycydOhQq967tLSUL774goKCArp06cLzzz9v05gTIwxEEICDwHGEo3AJEGu4TpcuopFsmGWuUFRUxOrVq8nLy8PX15dFixY121VoevvWFSFdswb++U9j8QwaF8RKSkrYsmULqXXTGQYMGMD06dNxczPr03RZzAmUYNzGSjyMqYx0Xae4KQyFb3Po5rI35nw3FOYN89x1998SRzoIMR30BXXDAqPPPtu4WD5qVENBVUNBTzpjraepe8aDBxpGjfqKwsK7wFBgHJGRHqxcKcYpdaNclGvbHufh+vXrbN68mZqaGiIjI0lISMDf3992b2AKg8HYG8B6hCN9IqI19OjWDd591241N0AUgfb1NZLwLeb27dusXr0agIULF/Lwww8Dxv2CLVty+eablfTtO45/+ZcnZA66DZFCuhlkR90AawUTB81Lt9ZNGNDBk/cXDWRIXLDjC3EtFcVk1ItNkHEwtkM6ze2ERi1mKm1+DioeNG8bTjYA15w4l4jOPvx+Wh/HFtGdvCB5e0D2R/WR7dFA4wUqlfATD7p1W05SUpiROHLt2vfs3bsXlUrF4sWL6dGjh1XvX1hYyBdffEFcXJz9xVdlWv69e/UxL1pgC6JQnA/wAtDFcL0uXYSSaAdBpLy8nLVr13Lv3j28vLyYM2dOvZhhKywtQhoVJQpYGophluSnazQajh07xtGjRxk0aBDPPPOMTY/BmbAkDqakpEHIMoxe0c0u1y04CvoZ6R4e8MEH8LOfmRfVbeVIbyyuRlnXcDBAeT0qSlyb1dX6kTNKHvuCBRAUBIcOSbHcnjRWULRbNw1qtTt5eVBdXQTkIYpSt15BUQCtVsvp06fZt28fWq3WLkWbTWIQD5YBfAXUIGYyzUCnzgaIKr6/+IVN41xqamr49ttviY+Pb5F4rpCbm8vnn39OZWUlgwYNYupU/eSIhs90JcHBnzJjRj47d8aQm7uUuDg3iyLAJE0jhXQzyI66CZJ3wM5fQEVh08s6aF46uKggotDSIqQgC5HaEBkH0zSGhU2leG5nWhzlAs4WCaXU2bC0sCjA757pzXPDYx33+rS4wKhzRfe0BbI/qo9sD31MCXvffAMTJ2qBtcAtXn89hLfffgkvLy895+zevVqOHt3BhQsX8PHxYfny5QQHB1v1/iUlJfj7+1sVDdNsFEEE6kWRWmAVkAYEAC8CRt5GlcpuU/Srq6vZsGEDt2/fRqVSMW7cOIYPH27T9miqCOnrrwvnr65oa0l+tyHp6elERETUFx6tqanBw8Ojdc6tE6Erau7YAS++KP6fmAjz5onz4+Ulcs+zssT/g4IgO1usr4jUhv8q2DIjXaUyHVdz+rRwuCvvv28f/Md/iG1rNEIEV5zmfn4wZYrYr88+g+nTG5z5SmFXKZbbHt37gqELOTERtNpipkz5moKCLsDk+vW8vGjVgqIgsrz37NnD+fPnARg4cCBTp061/+DrkSMwf369Ez0P+AIoB3oBzwL1aoWdMtFrampYt24dKSkpREdH85Of/KRF99SSkhI+++wzioqK6NatG0uXLsXT09Noubt3NTz5ZCK5uTeBzsBLxMX5SRHdhkgh3Qyyo26GO0dhlaVfhh1XLNl3OYs3tvxIYYULTdFXaGkRUpDudDtjSmDPK61yqmgYQ4FcF12x/InugZy7+4D7JZUypsWe2OK+AE4V5QLis/hlUgp/3H3VouWdIhNdo4bvP4L9/970sr4hMPUdpznfbYHsj+oj26Nx0tN1i1KWAR/RqVMJf/3rACZOnGnkOgwPr+XLL78kIyODLl268OKLL1pVfFQXjUbD2bNneeKJJ3C3oRChx9at8OqregXjyoHPgXzgGeBJw3XsJJAoqNVq9u3bx5kzZwDo378/06dPrxekbYUlGd26wqqCpUVIddFoNKxevRp/f3+mTp3a7GvCVdEVOZX/d+woBPbMTNiwQQyAZGbCnj1inSeeEP+uXAlLlzY4vjUasZyXlxA5MzKM3e2G4rru39zdxe+KwLpwYcM1tHMnvPCCcVxNURGMGQM//gj9+wtHOYjj0GqNY1l03eXSaW5/mpqp4u5+leDgHZSVVVBW5gX8AuhIZCStWlAUoKysjA0bNpCWloZKpWLChAkMGTLEvgN0Jp4TpcBnQCEQCTwH6Hnh7TDgWlNTQ2JiInfu3MHLy4slS5a0qKBqVVUVK1euJDs7m+DgYF544QV8fX1NDqgfPHiQdeuO88UXnsDzQITJWCdJ85FCuhlkR90MLpKXDpB0K49Fn31v1TpBfp6c+u14vDycIFtQutMdEktd7I0J1fakOQK5zDRvY2xxLwCnux/su5zFH3YmW+VEd/jaGtbOSJj9KfSfb999cnJkf1Qf2R7mMRRUhTs1FfgKf38t/v6zyc7ubySslpSU8Omnn1JcXMwjjzzCggULmiVybN26lUuXLvHkk0/aNx7EhNOwALgLPN7YeocPiwayE2fOnGHv3r1oNBoiIyOZP38+AQEBNtu+pRndf/gDTJzY8LfmiCdpaWl8+eWXaDQaOnfuzNSpU+nVq5ctDsOlMSWwK+JXcrL4t2tXGDtWXNq7dglHuyK4d+rUcJ7feafhcj5yRAjzyrVRXNwgzO/eDS+9ZJzfrvwOpuNqiorgxg146CEZy9LeMDeodvhwKePH70WjuVK3ZCQwGxCFPFuzoKjYfjqbNm2iuLgYHx8f5s6dS8+ePW37JoYYRLkorENkowchYsD8dP8YFASffmpTEV2j0bB+/Xpu3LiBl5cXixcvJloZ6Wzm9tatW8etW7fw8/PjxRdfJDAw0ORzITk5mU8/3cgXX0Bx8RzgUaB5g6oS80gh3Qyyo94I1mZpO2iBMWW6fnZRpVUxL0F+Xrw5q5/jCiW6SHe606ArsId29DErVNtCfG8sbkUK5A6CRg13T8L1PXDqg5Zty8lc6NC8CLBgPy/+5MjPhubU0XDQ5397QvZH9ZHtYRpTwgoo7vSjwBlgJtHRPfWEFGXdkpJ7bN78BWq1ulnFRwGuXbvGhg0b0Gq1zJ49m/79+9vi0MxjRjABqERM2deb8L5unbDj2pGUlBQ2bdpUX0hu7ty5xMXF2Wz7TWV0FxWJaA3DopGGbuOmcr47dxYi2NatW3nwQNRCGTBgAJMmTcLHx8dmxyMxTWOCu+45UsT3Pn3MC/N9+hgL31IIdzwMz6/uwGm3bhp+/etz/Nd/HaSgoBJRgnk4EE9kpHurFxRV8tD379+PRqMhODiYhQsXEhISYrs3MYVSS0PHia5QgKipMQchputx4ACMG2ez3dBqtezevZuzZ8/i4eHBkiVL6N69e4u2uXfvXr7//ns8PT35yU9+QmRdxV/DZ/+OHUWsWvUBH31URXHxUGCiUf0CKabbBimkm0F21JvAmrz0Ub+G+N86pAtREUvAuhKcDu86NMQWuchDfgYPT4HuwxzyWnBFrBXfFUFcxq04ODbJQccpP/NqjZZTt/N5Zd15i6O/wAlmK1mcia7g2DPS2hOyP6qPbA/TmHMrnzwJw4drgArAj9WrYfHihvV0HYlvvnmGo0d34+bmxk9+8pNmTUE/fPgwR48exdPTk+XLlxMaGmqDo2uErVvh5ZdFGHQdlcBqxLT9hehM37ezI12hsLCQjRs3kpmZabfcdFM0VjRSEU86dbLM1a64U2tqajh06BCnTp1Cq9XSsWNHpk2bxkMPPWTXY5FIJA2Yu783RHlVAn8HylGpItFqpwFCg2jNgqIg4kd27NjBlSvCFd+3b1+mT59u/3gotRr+8Q8xNaOOWkA3YEuLQWFRO8V+nTp1in379qFSqZg/fz69e/du0fbOnj3Lrl27AFiwYIHR9vQHVbSUl58gP/8OsIToaLdWPf+uhBTSzSA76hZgTV66A7uSmzt93+FzcA3RqCHlOGx+DioeNH87DnwtSCROi3SgN0lznwXgBAOrKcfhq6kWLiwLjNoS2R/VR7aHeRpzLCp4eMDhw9WMGOFlJLweOaLl+++3cPnyZTp16sSKFSvw9fW1ah80Gg1r167l9u3bBAcH89JLL9lfQKmuFgedmwtAJvAlUA1EA4sA76go+PJLoURFRMDIkXbJS1eora1l9+7dXLhwAYDevXszc+ZMu7WFJfnpcXGwfj08+6yue9GyvOT09HS+/vpr8vPzCQ8P56WXXrJvoUCJxMVpqphoaGgBbm6BDB2qqisw+wNQBQzC29uN4ODWLSgKcP/+fTZu3EheXh5ubm5MmDCBwYMH279gsYlM9CwgEZgKmBz2U/bJDoWo8/PzWbNmDYMHD2bIkCEt2tadO3dYs2YNGo2GcePGMXLkSJOzioyf95p6Eb21onxcDSmkm0F21C3A2rx0cNgv1s11Ia59YTDDe9l5GlNr05zp/aZwsrxkicRhsZUDvUMgzPsKYkY43ee6OVEuABGdffj9tD6OLaJr1HD4LTj+f5Yt76QDKW2F7I/qI9vDMgwF1L/8RUSK19Zexs1tDx99tJC33+5mJLxWVVXxySefkJ+fT69evUhISLBaBCkrK+Pjjz+muLiYPn36MG/evNYRUubOFf/XaskA1iDc6V2BxUFBdKjLUweEAvHeezYXUHTRarWcP3+ePXv2oFarCQkJYcGCBXTp0sXm72VpfrpuRvadO+DtjcWCW01NDYcPH6Z///6Eh4fXH6Pdz61E4mI0Xky0HDe3IwQHn8XNbS45OX301vXwEJ/Zhx9uvYKiAJcuXWLnzp3U1NTQqVMn5s2b16LCmhZjIuLrDrAeMZgahchEN7pLdesG775rt2dAdXU1Xl5eTS/YCHl5eXz22WdUVlbSv39/Zs2aRXGxyuS9/vbt25w/H838+Q2BZqbqY8hYJ9shhXQzyI66hdSLquDsxUfBejEloIMnb8951LFFFFPYqvigdKdLJG2HLWog1KNy2IHSplDqZVjjRAf43TO9eW54rGPPSrJ2kGXimzB4hcM+49sjsj+qj2yPpjHnTv7+exg2bCsazSUgEFhBXJy3UV5uRUUOGzZ8Sm1tbb0Dzvp9yGDlypWoVCpefvllu4jHRhi4ErOAVb6+VJSXEw4sBer99XZ0IxqSkZHBxo0bKS4uxsvLi5kzZ9KnT5+mV7QSS7PPQTcSomGZ5kRAHDlyhAcPHjBp0iQ6dOhg0+ORSFwVU/fwyEg1K1ee5uWXj6LRKP3RwcBkoqLEZ/v6dVFk2tSsFHu5kGtra9m/fz9nzpwBIC4ujjlz5uDn59fEmi3ERNFpgMvANkANxADPAnpVHYKCYONG0Sg2nJWUlZVFeXk5PXr0sMn2Kioq+PTTTykoKKBbt24sW7YMDw8PM/VQ0vnjH1fy+edd0GieA8S9WOah2xcppJtBdtStwNov2ku2Q494u+6SPdl3OYt/3/YjBWWWOdOdLi9dwZYinHSnSySti60Gw8CpHchqjZYvk1L44+6rFq/jNNFeVs0+cvyB8vaK7I/qI9ujaRpzJ3/xRSUvvPARUAj0Jylpdr1jTVdw+fOfL3Do0HZUKhXLli0jJibG6v24dOkSoaGh9e7lVkGthuPHISsLQkPJWbyYVdnZlAGhCDHdX3d5O4kqhpSVlbFp0yZSU1MBGD58OOPGjWvTeBSRn9/we2QkbNpknKtuToQpLS3l3Xffpba2lo4dOzJ16lQefvjhVtl3icTZaXCga4mKusbcud/y5ZcFFBYChAMTgVgiI+HUKVH/4Pp1UU/ZcBDMXi7kwsJCNm3axL179wAYNWoU8fHx9r+vmYhyATgF7Kv7f19gFjoZ6XYcPE1NTSUxMZGamhoWLFjQ4vugWq1mzZo1pKSkEBAQwPLly/UGJnRnnMXElDJ69MesWlWCVtsPd/c5bNqk4le/suw+Lmk+Ukg3g+yoW4k1U787BMK0vzu06FJdq2HIWwcpKKu2aPmADp68v2ggQ+KCHVtYMYV0p0skjoEtc9AVnHgQzKUz0a0qLurY0W3tHdkf1Ue2h2WYy1AVLuQ0YCWgJTx8FqdPPwYY56WfO7edixcv4u/vz4oVK/D39zf1Vu2XI0dgzBjygK8QQ4I/AYJNLdsKUS8ajYYDBw5w8uRJAGJjY5k7d679nZsmMJWfr4tufnpjDvfi4nS2b99OXl2x1/79+zN58mTpTpdILKCpWSRFRTBu3C5ycs7WveqPu/tY1OoBgBCrlZkkrZ2DffPmTbZu3UpFRQUdOnRg9uzZ9OrVyz5vpouJKBctcBCom1DDU8AklBaqw05RLteuXWPz5s3U1tYSExPDwoULW1QLQ6vVsmvXLs6dO4eXlxcvvPACYWFhRsulp8Po0RpSUlYBqUAX3N2Xk5TkxeDBxvFusrio7bGmPyorikjM4+YOcaMtW7bigXC5Je+w7z7ZES8PN96c1c84b8sMhRU1LPrse0b8+RD7LtvAAdqe6DMdXr8iBLWWUJwJG5fAvt+KwnYatW32TyKRiPvtu/1EwUhbiOidusL81RD/G6cV0X+65rzVcS7hnX2cQ0T//iPLZ5l1ipQiukTSzjAUQJUv1WlpEB0dTXCw6LNnZ+9g0KA0RowwdK+pmDJlCqGhoZSWlrJlyxY0Gk2z9ycjI4Nt27ahVrdi3y5L9LdDEAL6UsyI6AD37glxZutWu+2OUnxv3rx5eHl5kZKSwscff1w3sNF6GAosSUnCja7Lhx/Ciy+KCIH0dOP1R48Wsx46derGyy+/zPDhw1GpVFy6dIn333+f69evt9rxSCSOiDJzqLHP2Isvwttv90b4qkcBv0CtHkhcnBv79wsRPS1NfJ6VbXTrJkRTe4noSpTL2rVrqaioIDIykpdffrl1RPTqalixQk9EV6io+3ccMBkD4fKddyAlxeYi+sWLF9m4cSO1tbU8/PDDLF68uMUFpU+dOsW5c+dQqVTMnTvXpIgO4jz/y78cRIjoXsACNm0SIrry9yNHxD0+NFQMfEraDulIlzSOtcVHnWAa+L7LWbyx5UeLC5A6jVvRHLYqWgjSoS6RtBR7ONCH/AwengLdhzn0vbsxrJ1xBE4068jae/ioX0P8b532WmgPyP6oPrI9rMdUpqpWq2XgwA3k519DJIevIDq6k56zESA3N5dPP/2U6upqRo8ezZgxY6x+/6qqKt59910qKiro2bMnCxYswNPTs+kVW0qdI90Ud4DOmBDWu3QRDdbCInFNcf/+fTZs2EB+fj5ubm6MGTOG4cOH2z0SwXS+rnFeemSkcQFS/YKHxi7HjIwMvv76a/Ly8vD09OTVV191vFkMEokd0XWgG34WExMhJqaKo0dP8dpr3mRmDiE6WqyXllYGiJkrHh7Cgd4WruP79++zZcsWcnJyAHjyySeZOHEiHh4eTaxpA7ZuhZdfhrrZL4ZogBRAL6FcpRINkpJi8+iu7777jv379wMwYMAApk+f3uL7940bN0hMTESr1TJx4kSGDh1qdtmDB5OZO3djXdTPPKCvyRgXWVzUfkhHusR2uLkL4dMitFB8TziPHZhJ/SJ4f9FAi5fX1v38+7Yfqa5tvrOn3dJnOrx2GZbtEoJbS5AOdYmk+djLgT7pLYgd6bTC6b7LWQx564DFIrqq7uftOY8yvGeI44voG5daNxAaO9pprwWJxFno2FE40nS/ZEdHq9iyZTYQCTwG+PPpp8ZfwL28ujBt2jQAjh07xu3bt61+f29vb+bOnYunpye3bt1izZo1VFVV2eLQGmfkSCGiqPTvy2nAOuBLINdwndxcsY4dnekAoaGhvPTSS/Tv3x+NRsPBgwdZs2YNpaWldn1fw2sBdGcqCAHd2xsy6x4D0dFCpIuPF5nq+vE/+qJdVFQUK1asYMSIEYwfP16K6BKJDoYO9KioBsfwnTu1DBv2Pf37/53lyw+TmXmIqKgyQHw2Y2L86NtXiOi1tZCQILbRWq5jrVbLqVOn+OSTT8jJycHPz4+FCxfyzDPPtJ6IPneunoheBnyLKCoKQqg0EtFBxLnYWES/detWvYg+dOhQZsyY0WIRXRmkEIPcAxkyZIjZZVNT1SxYcJDCQggPH0pSUt+660h/dgJQX4hW0rZIR7rEMpJ3wM5fQEVh08s6QV66WqNlxJ8PkV1UaVFJNoUgPy/enNXPOZ3pCrYsaOgbDP0XOL0bViJpNtKB3iKUOBdr7uMRnX34/bQ+jn8ftyoTHZxlVpkjIPuj+sj2aB6GWbzp6TBqFKSm1gDCHW7Keazk7B47tpNz587h6+vLihUrmtX2aWlprF27lqqqKrp27crixYvtn6WtCDBQHwdQBqwCchBe/KWI0n16qFR2KUpniFar5YcffmD37t3U1NTg5+fHrFmz6Nmzp93eU7kWwNidrlKJv0+fLl5vcMQ2rG9pfroi3mRnZ1NaWmrXY5JI2iNNOdB79dKwa9clnnvuCBpNYd1awYSHj8XTsw/p6ar6z2ZbFBMFKCkpYfv27dy6dQuAXr16MWPGjNYbKFOrISZGr7DoA2ANkA8MRkS5GGGnTHQQ9+0dO3YQFBTEiBEjUKlaZqIpKyvj008/pbCwkJiYGJYsWYK7GfG/4ToqIjz8O06dmkD37m4yE70NkMVGzSA76i3kzlFYZak4rnL4fFVFgIGmQ210UeHEMS8KGjUc+wscedN225SxLxKJPraMVQLhQJ/0tkt8xtQaLadu5/PKuvMWx3QB/O6Z3jw3PNaxXegKKcfF7AWLkMVFWxPZH9VHtkfL0f3CrTgcxb9qunb9kc2bH2PRIpXeF/Lw8Fo+++wzsrOziY6OZtmyZWa/6DdGZmYma9asoby8nLCwMJYtW4avr6/tD1KXrVvh1Vf1hJhyYDWQBXQAEoBuuuvYMRLAFHl5eWzatKk+MmHo0KGMGzfOrm5PxSF7/75xHIDuQMof/gATJzb8bf9++P3vm15v3z7w8Cjjk08+obi4mMGDBzNixAjpVJe4BKY+X7r3Xnf3DLp02U5FRS5FRQAdgXhgAPv3u1v8GbOn2/jKlSvs3r2b8vJyPDw8mDhxIoMGDWqxcGwxajX84x/w+uv1L2UBa4FSRDzXEkQdjHqCg2HDBtFINrx3K/U9lOeeVqu1STvU1NSwatUq0tPTCQoK4sUXX8TX19dkIVqNRkNJiRtjx0JBARw71nbXhkQK6WaRHfUW4qJ56X/YmWx1cTqnydZtClu60xVcyC0rkRhhDwc6iMLBo37lEp+p5ty3VYiioid+M9Y57tkaNRx+C47/n2XLu9AgS3tA9kf1ke3RMgxdkevWiZiAO3e0uLmtQqNJwd19Emr1EKO81YKCAj7++GOqqqro3bs38+bNa9Z09tzcXFatWkVJSQlDhw5loq5Kay/UanEw8+cLBQKoRLgaMxCe/LnAw4brHT4slIlWoKamhm+++YYzZ84A0KVLF2bNmkWkYSVQG2JKrFHIyNB3pyvoutSbcsuGh9eyatUebtw4j48PeHp68tRTTzFs2DD8/PzsdlwSSVvQlAP94Yfh2jVRk6C2thB4D/DG3X0kavVT6M4OsmbWh60pKytjz549XLlyBYCIiAhmz55Nly5d7POGpjAxAHoT2ARUA2HAIkCvF2CnmUS1tbVs2rQJNze3Zj/3TFFTU0NiYiJ37tzBx8eHF198kZCQEJODMOXl5Xz11Vc89NBoXnyxD4GB4vFkeA3ITPTWQwrpZpAddRug5K1a6tGe+CYMXuHQ4k1znY3gRBEBjWEPdzpIh7rE9bC1Ax1cTiBtTpQLONlMImuvIyd4Tjsasj+qj2yPltG4S/I7YD+gomvXBL77rpdRZnp+/h127FiLWq3m0UcfZdasWc0W07/77jumTJnSOhm7CkrUS91X2mqEMHMTcW//CRCtu/y6dUIdbkVu3LjBjh07KC0txc3NjVGjRjFy5MhmzQBoCYZRAatXw5IlxpEvMTHg5yeE9NpafRFQq4XRo7V07nyb558/Qn5+BsXF4O/vxahRQlC3+4wEicRO6ArnhvdW/ZikQtzcTtG1aznu7rNJTVW2cA2IAXyMPmOmCke2BsnJyezevZuysjLc3NwYOXIko0aNat37j8F9GuA8sAtRVDQOmA/46K7TpQt89JHNRfSamhrWr1/P7du38fDw4Pnnn7fJ4GZ1dTWJiYmkpKTg5eXF4sWLia67sRoOwnzzTTWHD6/iypUMVq8OID//58TFecj4ljZGCulmkB11G2FNXjo4jSDaHIFG8TU6jUDTGPYQAUE61CXOjb0c6C72uWnJgGewnxd/cpbaFlYNdjvHzDFHRPZH9ZHt0XJMuZBPnoThw7XADuACixZ58847L9Y7EHWnjP/jH9fZs2cDGo2Gxx9/nOnTp7d4irtWq0Wj0bSOWLN1K7z8cn3hOjWwEyGqz0UUravnwAERD5CVBRERooBpK+xjeXk5u3fvrneERkZGMmvWrFZzhBoKOaaiKUzlp3t4wN698LvfNRQsbXCua0lJucWcOYfx9s5k8WL46U9/Qvfu3VvlmCQSW2JKOFc+M8pnIyQki6lTT/I//3MFjUaD+Lb/Czw8gqitbdiWhwecOAGDBxsPYLWWWFpeXs6ePXu4fPkyIAoiz5w5064zYowwMXMIRIzLP4AqRGns6YDeXbhLF6U6tk13p6qqisTERFJTU/H09CQhIYHY2NgWb7e6upp169aRmppqJKIrNFwHakJDNzB16g2+/roDBQXPExfXpU0GWST6SCHdDLKjbkOszUsHp8he3Xc5i3/f9iMFZdYJNUF+npz67Xi8PGwzbajdYiQKqrAuYb4RZGFSiTOgfEZKcyD/Npz/UjrQW0hzI7jAye7NVhUXdZ7nsiMi+6P6yPawPbrCjZCVV6FS3eW11wL5n/9ZTn6+r5GwU1yczKZNm9BqtTz55JNMmTKl2WK6Vqtl//79FBYWMm/evNYR06urhTqVmyv2AeF0VN65GqgNChJuaZ1oAaKi4L337F6EFES7XL58mT179lBRUYGHhwdjx45lyJAhNosWMEdz89NBiIi1tQ1CelQUbNkixiHEdaQlKuoGb755hzFjJtfHENy+fZuuXbvi4+ODRNIeaSq6xc8PJk+uJT39KnAGf/803NyguBiEj3oY0ANQmZzJYa7Ys71jOq5evcquXbvqXegjRoxg1KhRrT9byCDKRZdbQDoiRb7+SaM8c+wQ51JZWcmaNWvIyMjA29ubRYsWGYndzaGqqop169Zx9+5dvL29Wbx4Md3MKOJpaVqeemoHOTkXELE/S4mL6yZF9HaCFNLNIDvqNsSqvHRwJudbda2GIW8dpKCs2qr1gvy8eNNZXI+WYC+HOjjNLAeJi2HPz4SLOdAVWhLlAk40W0ijhu8/gv3/btnyLjjg0p6Q/VF9ZHvYFkP341/+AvPmlaNWf4pK9YBXXolh9+4lpKS4G0UNXLp0iW3btqHVahk6dCgTJkxolph+//59PvnkE2pra+nfvz+zZs1qnWJ2SnwA6EUIaIGtQBoiPqCr7jp2FG7MUVJSwo4dO7h58yYA3bt3Z+bMmQQGBtr1fZuTn64Ur9XFywtCQsTflCiYDRsahPXQUNiypYyVK9+ltNSdkSOH8fTTQ/H09LTn4UkkVtFU8VAPD5GBnpt7gfv3t9et5Qb0xd19GGp1Q/9RcaA/8ojp2gKKUG/vrOvS0lL279/Pjz/+CIi6DDNnzqRr165NrGljTES5XEIUgu7V2HrdusG779r8XlxeXs7q1avJysqiQ4cOLFmyxCbO/KqqKtauXUtaWhre3t4sWbKEqKgos/fagwcP8umnx9mwQQU8CzxMUhIMG9biXZHYAGv6o05gwZK0CW7uQsgEdMYQG0ELxffEF32N2p57Zne8PNx4c1Y/VFh25AoFZdX8dM159l22YWHO9kyf6fDaZVi2S4h8tqQ4EzYugX2/hZTjDn9NSZwYjVpco/t+K65ZW4vonbrC/NUw6S2IHelSIrpao+UPO5ObNeclvLOP84joyTvEwLalIvqoX4tBbSmiSyROR0aGvoh+5AjMmgVJSb64uy9Eq/Xmn//MJiUlz2Reb1BQf+LjpwHw3Xffcfjw4WbtR2hoaH0Bt0uXLrF7925axbs1e7YQxA1Eo4rISDJ9fSkCvgDO6f5RqxU/y5fDwYMiisDOdOzYkYSEBKZNm4aXlxd3797lgw8+4NSpU3VxEfbBXKFDEE2giOhxcZCUJP41FNHDwoT5PzNTiOhRURAUBPPmiYKLd+4IYTIrqxitNoCPPqrkpZcO8b//+w9+/PHH1rkOJBIzFBU1GKRLSsS1eueOuG+ePg3+/hrefvsG7u43qa2FK1fg/v2+dO4cCowBXgfmoFZHEBMDffs2DDYlJAin+lNPiXtrXJwYVOrYUbxfVJT9RHSNRsP333/PP/4hPmcqlYoRI0bw8ssvt66IrlaL++jy5fUiehWwDTGYuQ0R62KSd96BlBS7DGgWFBSQl5eHn58fzz33nE1EdMXhnpaWho+PD0uXLq0X0SdNErMb0tMblr916xaJicfZuBFgGkop7CVL9JeTOAbSkS5pGc1xWDqJm7i5cQIBHTx5f9FAhsQF4+7WCu6c9oI93bgdI+CJn0BwD/APczlXrqSdIh3odkGt0XI6pYCkW7n88/Btq9Z1uvuvtQXAQQxuxo602y5Jmkb2R/WR7WE7Govv2LYNZs++A3QCQti6VYjsCrrRA3/602mOHdsDwNixYxk1alSz9ufy5cts2bIFrVbLsGHDePrpp1vHma5Ww/HjDTnoajWV48fzNaIUIMBAYApgFHTQilEvAA8ePGD79u2k1lUrjIqKYsaMGa2WnQ7m89O//16I47piemRkQ8QLCGHd3b3hteho2LMHysrg2Wc1pKRcITj4IEuXFtKpE/j5RfHMM5Po00dW1JPYH8uLh5bh7n6BLl3OUlFRSFFRKPBTFNtcRISWrKyGe1d7caADpKWlsXv3bnJycgBRf2Hq1Kmtm4UOJqNcMoHNQAGiJeOBkRi4eVUq0WApKXatV5GSkkLHjh0JCQlp8bZ0Y2IMHe7m7qenTmkZPvwbNJoOeHiMYtMm+Nd/bdtCtBJ9ZLSLGWRH3U5YO6XcibJZW1LgLqKzD7+f1sc5HJGWopuhfmkjlOfZ532cZLBG4oDYq3iogotHcjR3ANPpolzAykx0cKaINUdH9kf1ke1hW0xNKdfPTBd4eMDRo2qGDXM3WQwvLe0k33zzDQATJ05k6NChzdqf8+fPs2PHDgDi4+OJj49v3oG1hMRESEhACyQBBxHDj5GIqJcA3WXbIOpFq9Vy7tw5vv32W6qqqnB3d2fUqFGMGDGiVfLlLY240HXzmkNx3ermRG/ZUsPt26c4ffo4n3xSjb+/O99//0siI/1aTWyUuAaNCefZ2aLmZWqqGPDRarWEhGQwffoZ/vjHK2jqZzh3wM1tABrNOHSH2kxd222VgQ5QVlbGt99+y8WLF8Ved+jAuHHjGDhwoN1rLhhhEOWiBU4BBxBVOjoDcwCjRHI73m9v3bpFhw4dbO7Ir6ysZPXq1dy7d48OHTqwdOlSIiL0v1sYPlP/+lcxa6e2FtzdtSQlqdq0EK3ENFJIN4PsqNsRF85Mh+bl9DqlsGMN9ixMquDCrl1JK2Hv4qEK8lpudh46OOHApQsPYDsDsj+qj2wP+2IqM33+fKitTcHNbQeff57AH//YxaQr7ujRo/XxLs888wxPPvlks/bh1KlT7Nu3D5VKxU9/+lNCQ0Ntc3CWcuQIjBlT/+sdhEuyHOgC/AwTcY3BwSL4Oz7eri5JXYqLi9m1axc3btwARETOjBkzWiWawZKii1OmiDgXEM50tRrqTLD1r+m61T08hKj4H/8hXtdoSsjIOER4uC9nzjyNViuat0sXNfv3u0sxXdIiTDnOletYqSkZEiL+LgaE9uHvf0qneGhXYBDQD/A0KrKrO9uiLR3oGo2Gc+fOcfDgQSorhbFk4MCBjB8/XhRTbm3UalEooW6UTQ2sB27W/bk3MB2Rj26EnTLRz58/z65du+jQoQMvvfQSnW10UioqKli9ejWZmZn4+vqydOlSwsPDzQ5gjxiRTVraaZT5T8pMhsGD9Zdr7UEYiWmkkG4G2VG3M/VTzMFiQXTJdugRb689alX2Xc7i37f9SEGZdc50p4saaA72jMAAGf0isR2tJZwruLgDHVo288cp76/NilST11F7QvZH9ZHtYT8an2K+Co0mBQgCXiQuzldPRM/IAH9/LefOHeL48eMAzJgxg8cff7xZ+3L8+HECAwPp16+fLQ7NOhSh5969esdkEUJMHwfENLZuK0e9aLVarly5wp49eygvL0elUjFkyBDGjh3basU6LREkg4MhN1ffoR4Wpi+sAybFyN27tZSXq+rEyEyCgtaTmDiOp5/uz717KulQlzQLU/c7EPFEaWlaIIXw8CDc3ALqrsfbQCLwKO7ug1CrGwasPDxg71743e8art20tAbhXBkEam3xMyMjg927d5OVJWquRURE8MwzzxDVljZmg4FKgB2I4qKTgCdovYFKrVbLkSNHOHr0KACPPfYY06dPt8nMnvLyclatWkV2djZ+fn4sXbqUsLAws5FqhYWFvPba53z1VQkwHHiabdtg5kzjbcuZOe0DKaSbQXbUWwFrv+B3CIRpf3eaL/fVtRqGvHWQgrJqq9d1Osektdg7EkMXKaxLmoO9B3x0kQ50QEa5GNGcTPSJb8LgFS59HbU3ZH9UH9ke9qOxzPTPPitj+fJPgUIghmPHljBypLhP6Drk9u7VcurUfk6dOoVKpWL27Nk8+uijLd638vJyOnTo0DqZ6dAQPQB68QO6754GhAI+uuu1QdQLiPbZt28fly5dAiAwMJDp06cTGxvbKu/fWERGVhYsWNAQkVFbC3l5ogipLkoRRl0M4zFCQ7cwZ86P+PhAWFhXPvhgEpGR3erFSSkwSazBcAbO++8XsGzZRe7f/wExfCYETTF7QgtUonilY2LEzAvd6JYdO8S1Z0o4b81rs7y8nAMHDnD+/HkAfHx8GDt2LIMGDWr9GBdDEhNRJyRQTYPrvBrxZDGae2TH+6larWbHjh388MMPAIwaNYoxY8bY5BljKKIvW7asfmaVqQGc4OByfve7z3nnnXy02lDgecBHZqG3c6SQbgbZUW8lmjPl3ImmmyvxA2BdUInTCj/NoTUFS5CZ6hLztOYAD0jnsA4yysUAmYnuNMj+qD6yPeyL+SnnkJZ2H/gMqCYkpC9nz87Bzc3NKLO1a1ctu3fv5uzZs7i5uTF37lz69OnT7H0qLS3ls88+o2fPnkyZMqX1hCATxfAU8oBPAT9gARBmuEBQEGzc2KpRLwA3btxg165dFIvsiTaLcFCuIzAWjbKyYM6chmaNjBQiuhIDo2Aq+mXXrlp++ctT3Lt3HK22iuJi6NKlL198MYT+/aMYM0bVZuKlxDG5erWEp5++zr17PwJ3AfD3h9JSH2AwMMbktdheiofqotFoOH/+PAcPHqSiogKAAQMG8PTTT+Pn59d6OwLGRZxHjgR3dwp37WLztGl4A4sx4T7XxU5RLpWVlWzcuJE7d+7g5ubG1KlTGThwoE22XVZWxqpVq8jJycHf359ly5YZFYPWHcCJja1m0qRVfPRRBlptZ9zdX2DTpk786leysGh7RwrpZpAd9VbEqsx05/uy31wXJThpFEFzaK3CpLpIF7Broxvb4h8G5fmw/7f2HdDpGAlPPCdnR+jQkiiXn4/pyfCeITwVG+R898+U4/DVVAsXlpno7RnZH9VHtkfrovuFPzoaKitvcf9+IqAmMLAf/v6zSU93M/qyr9Vq2b59OxcvXsTNzY0FCxbw8MMPN2sfLl++zJYtW9BqtfTs2ZO5c+fi4+PT9Iq2QK0WBzZ/PhQU1L+cjcj1LQS8gJmAyaGCVo56AaiqquLAgQOcOXMGEEUFx44dyxNPPNHqblRLYl8iI+F//kcsp+tINxQvQTf6pRQ4TKdO5/H11VJeDl5e/cjLm0tMjBjDCA9vW1ewxL6YGvRTsPQ8a7Va/va3v5GcXMIXX4DoD/WgS5cB5OY+QnsuHmpIamoq+/fvr49xCQsL45lnniFa+aC1JqYGIaOiuPXGG2wtKaH8zTfxKSnhRSDE1Pp2Hojcv38/3333HV5eXsyfP5+ePXvaZLslJSWsWrWK3NxcOnbsyLJlywgJCTE7QD1qVCWpqWuBdKAD7u7Pk5TURRYWdRCkkG4G2VFvZaydgu5k089bIgaBkzoqm0trFCbVRUa/uAatnXeuixy0MUlLolzCO/tw4jdjnU9AB3GtHn4Ljv+fZcvLmQ3tGtkf1Ue2R+thLkN48ODrZGVtRJSJm0x09GBOnNB3zGVkgJ+fhkOHtvHjjz/i7u7OwoULmy1YXLt2jS1btlBTU0NoaCgJCQkEBAS08AitwETUSzkiN/1O3SJPAeMRwno9bRT1AnD37l327NlDTl0QeXh4OJMnT6Z79+6tuh+Nxb6oVOK16dPFdebhAQ8/LF4znAhgKvolLCyb6urvePDgKjCWqKghhIbC/fslVFTsIT//IWJienH8uH+b5VRLbENT15EinJsStUtLS7l79y6pqalkZmby4osv1kd4rFy5i3/7t2zy8h4B+gPiuRIZKd63vRUPNSQjI4PDhw9z+/ZtQMS4xMfH89RTT7VNjItyr9SRDauBb4CzAPPnExEYyIKPPyZApdJbrrXul9XV1WzZsoUxY8YQHh5uk20+ePCA1atXU1BQQKdOnVi2bBnBwcFmI9O0Wi2vvrqKf/wjBREQtoStW7sya1bDNtvDAI3EPFJIN4PsqLcByTtg5y+gotCy5Z0wYqO5US8KLwyPYXyfcOd0WDaH1o59ASmsOwttKZwrSIHTCLVGy+mUAr5NzuaLpFSr13f6WCxr73lONijtjMj+qD6yPVoPcwLAyZMwfPg14Aowk9Wr3Vm8uGE93S//e/Zo+PbbzSQnJ+Ph4cG8efOa7UzPzMwkMTGRkpIS/Pz8WLhwYesWzTPhstQA3wLf1f0eBMwCjGbh26lYXlNoNBrOnj3LoUOHqKwUg869evVi/PjxhIUZBdK0CrqCqOFgTWKiyJ2eMqUh6sWy6JcaQEtkpBjGyMw8D+ygUyd44QUV4eFdeffdh8jKepju3UPZtEnFk08a75t0rLcfGhPOs7PFJBEldx/E9fDZZ8qgTClRUSn88Y93KS1NJS9Pf6byiy++SFRUFOnpMHq0lpQUlVGh26go6NIF8vPF7+2heKgu2dnZHD58mOvXrwPg5ubGE088QXx8fOvHuIDZ2TvpwDZAeWVISAjj0tPx3LPH2LVupygXpShz37597VJnIysri7Vr11JaWkpgYCBLly4lMDAQMF/E+/vvYfjwNNTqbYiAsHCTMS7yntR+kUK6GWRHvY24cxRWWSoaOed09JZEvShIh7oObS2ISmHdMWjr60QX6UA3ibw3NoFVM7ucLybNWZH9UX1ke7QuhlPSdaebK3h4wPHjWp56Ssu9e8aZ6RERajZt2sS1a9dwc3NjxowZPPbYY83an+LiYtatW0d2djYeHh4kJCQQFxfX4uO0GDNi0W1gO1AMjALGmlu/DaJeQOT2HjlyhHPnzqHRaFCpVDz66KOMHTu2dZ39Blga/fLHP8LkyY1Hv+j/ng/8SGDgdWbNymLrVigsFGKUv38A7u7zOHGiK926NVzjbV0g0tWxVjgPDobcXEWHLSIiogOenl6kpUFExBEWLDhSf95UKhVhYWF0796duLg44uLiyMnx1BM4d+yAF19suIbS0miXMUG5ubkcPnyY5OTk+mMbMGAAo0aNqhdvWx0z9SS0wIfAfYTPfyYQB3D4sGhQMznqtqSqqoqtW7dy/fp1xo0bx8iRI226/du3b7Nhwwaqq6sJDw9n0aJFdOzYUW8Z/Ux0DX/9qxvz54v7mbu7mk2b3GUmugMihXQzyI56G2FVXjo4qxjQ0qgXp3ddtoTWjn4xxFBY7zYY0r9vyNqW4mnr0J6EcwXpQDdLS4qJggvUk7CquKhzDkI7K7I/qo9sj7bDMLP1L3+hTgzQ4ua2m1/9qppNm2aSkmKcma7RaNi+fTs//PADAJMmTWLIkCHN2g9lWn5+fj4vvPACHTp0sM0BWoOJqJdK4CQwGlB6cRrAZLjCa6/BjBl2EY4aIz8/n0OHDnHlyhUA3N3defLJJxk5cmTbuFixXfSLeWG9GLhJaOh1Zs26w8aNah48+DVxcb7s2AEJCVfIySnBwyOOe/e6EBOjanfiqbNhOECne94TE0Wxz2nT9AdUQkLE3zMytMADunRJo7b2Lg8epAIPgGeBR4iLg9WrU/nxx/3ExMTQvXt3unfvbnSfMDXjpj0PqhQUFHDkyBF+/PFHtFotKpWKfv36MXr0aEJCTCaNtw4molx0yQROA5MQASYArFsn8nHsTH5+PomJieTl5eHh4cHUqVMZMGCAzbb/ww8/sH37djQaDbGxsSxYsAAfHx+zmegjR97n7t1NwBwgvL5orcxEd0ykkG4G2VFvQ+pddeCqmekKLY16cXrxqKW0RfSLISo30GoafpcO9pZjWAjUcLCiNQqDWoIsHtooSoxLdlEFf9x9lYKyaqu34RKDiho1fP8R7P93y5aXAzYOheyP6iPbo21ofHp6Jmr1ZwjZ+DFiY2dw9Kib0fR0f38tp07t59SpUwCMGjWKMWPGNGuqvUajoby8HH9/f73XWjUT2IwLU0ENrAQeBoZjRlBvI4d6ZmYmBw4c4E7d1AJvb2+GDRvG0KFD8fLyamJt+9Kc6BcwLkxqKKwnJcGTT9Zw9mwmixd3rxdpi4tXUlh4F4DOnf0ICoqloiIWD484MjICjIT14GD48kvo08dYXG1rsbW90tRgSXFxg3Du4QGPPgqrV+uf57Cw+1RVfUNh4T2gon7b/v5QWuqGqFAwjKQkGDbM+v0ypL2cy6KiIo4ePcrFixfRaMT3xd69exMfH99m8Uz1TvJ798SgYF10jhY4heh7NzpMqjjS7cjt27fZtGkTlZWVdOrUiQULFtC1a1ebbFur1ZKUlMSBAwcAePTRR5k5cybu7u5mI9EyMzN54401rF5dDsQCy9i6FZmJ7sBIId0MsqPexjRH4HTCzHSQcQZ2pz06k3WRDvamaeocGg5WtBVSOLcYW9z3wAXufdY+K0f9GuJ/K687B0L2R/WR7dE2mBMHALZtg9mzkxGlNzX82789xltvzagXtXXFgb17tVy6dJxDhw4B8OSTTzJlypQW59aePn2ay5cvs2DBgtZ1VpuJegH4EdhS9/8oRHZ6sOH6bViMFITYdODAAbKysgDw8/Nj9OjRPPHEE7i3olPeHJZEv+hHfJgX1nUHgPQjik4BN4E0/P3FLODSUrFOQEA4MTEvU1AgzlNaGnh7Q1iYiPxISGgQvYqLXVcEa0yQTk6GZcvEx6Op+J5Jk6pQq7Nwd7/H66/fY82aHmRnP1G3pQfAe3XCuTsQAcQQGhrD/fvdAG/AeaIxSkpKOH78OOfOnUOtVgOivsGYMWOIVC7ytsDMAGIR8DWQgpiR8wqiZoQeKpW4SFJS7DYTR6vVcubMGfbt24dGo6Fbt24sWLBAb9C1JWg0Gvbt28fp06cBGDZsGE8//XT9M8zUoLNGc5c//3kdH31UhVbbFVgE+MpMdAdHCulmkB31doC1Ljsnnq4uo15akfYurBuKwp0iYcJb4Bds3oHtyIKtobu8e53NpD2fI0Nk5rlVtDTGBVxkNo5Vmeh1LNsFsbbNh5TYF9kf1Ue2R9thbrp6gyApxHSVSsPbbw/gV7+abjIzPSoKzpw5w549e9BqtfTr149Zs2Y1W7itrKzk73//O+Xl5QQGBpKQkECXLl1afsDWYCLqRQtcAvYAVYAn8DTwJA398nraqBgpNBTiO3ToEAV1gwGBgYGMHTuWfv362aU4nzW0LDtbv1iprnAliuY2vE9ERC1ZWfcQUmAKkEFgYE86dFhYL8oHBq7BwyOI3NxY3N2jUKs71jvlFy5suM537oROnfSjS3Rd9o7kYjcVw6J7LBoNLFjQEMvy8MMNx5KeDiNGQE4OVFU1tD+I19PSaoELBAZmAvd48CAXlUqrkxLSh8jI+XXtrwXOExYWQU5OGA0BSuLcJybCkiWOnzNdVlZGUlISp0+fprauKEBMTAxjx44lWrnI2woTMS6G9zkvYCIwEIP7XCsNGubn5/PBBx+gVqsZMGAAU6dOxcPDwybbrq2tZevWrSQnJ6NSqZg4caLJiDLd52K3brcYOXIDiYk1aLXdcXdPYNMmb5mJ7gRIId0MsqPeTpCZ6XrIqJc2oK0z1ZtDU3ExpoR2MBasW/oZaipixdT76i5jSiTvEAiooKLA1Du2L2SEhlW0dMAQXGjQ0KpMdHD2Z6MzI/uj+sj2aD+YykyfN+8KavUWVCoNv/nN42zYMJ2UFJVJseDy5cts3boVjUZDz549WbBgAZ6ens3al9zcXNatW8eDBw/w8fFh/vz5rVuEFBp1am4HlPqsccAMwKRu2kZRLwBqtZrz589z9OhRSuss2REREYwbN44ePXq0uaCuYK2wHhkJn33WkLNuKHwrGEbBRERUk5VVQcOZKqRTp3eZNAk2bRJaopubP//yL5Fs2BBBVlYP4uKi64tWKvvUqVPDPq5bZ9rFrhsXY4gitEPjMSQaDbi56f9daSsw3obhOobvA/oi+ZEj4vXnnoP8/IZj6dwZHjwQba7Eshw+3HBsd+5UExmZh0Zzn+zs+0RG+rNp0zAWLoS0NA3wJ0QQEgQEwKxZnVm5sisQCXQnMrKbydgeaDhf0dEiaxocN2e6oKCAkydPcvHixXoBvVu3bowdO5bY2Ni23TkzM2/KgF3A1brfuyFm3hg50UHc/N99t1XubRcuXKC8vJxhw4bZ7L5VUVHB+vXruXv3Lu7u7syePZu+ffuanY2Rng6DB18lK2sz4vruibv7ApKSPGUmupMghXQzyI56O0Jmpusho17akPaQqW4LDIV2U+J0U+J7U6K4JRErpt63vcSwWEunrjDhTf2ZAdKBbjEyysVClMGplKNw7P8sXMl5Z2u5ArI/qo9sj/ZB45npl1Grt9Yt+QJxcV3NOu5u3brFhg0bqKmpoVu3biQkJDS7eGhZWRkbNmwgLS0NNzc3nnnmGZ544ommV7QlZgQnLXAG+BaoAXoCi02t38ZRLyCKuZ46dYqkpCSqqqoA6N69O2PGjCEmJqZN9qkxmsrfVtzeinAVECBOTWoqdYUpqRN19bdrWli/jXCrp+LmlotG0/C9NDx8KKdPT0SlglGjqkhJSSIqKoIvv4xg+fLOpKSo8PCA2lpjMV+JizlxQv9zouxzUJA4lvx84wGp9HQYNUrEVIeEwLFjDYUzJ01qOIawMCH+FxQIEfzZZxvWWb9eiOLBwWKZ+/fFOsHBDSJ5dLTY9/x84S7XPRZFH62tFa//538e5p//zOb+/fsEBhaybJlopy+/hMLCCOBlnTbeDXQAurJ2bVd+9zt/vQEOZTloOJaoKDEYURfNXT/b4OhR04VC2zP37t0jKSmJq1evokhtXbt2JT4+np49e7b9AJaZAcJa4B+IgUJ3IB4ztSCCgkQOkh1n2+Tl5aHVau02E6moqIg1a9aQm5uLj48Pzz77LDExMY1GnqWlaXnssbUUFt4C+gBz2LrVXWaiOxFSSDeD7Ki3M2Rmuh5KEb5vk7P5Iim12R7pF4bHML5POE/FBkmHuqW09+gXe2EocFsiijszMu/cZtgiysUl7mXNHciTMyMcGtkf1Ue2R/ug6cz0ywhJpU+Txf/S09NZu3YtlZWVhIWFsXjxYjoq1lgrqa2tZceOHVy6dAmA4cOH8/TTTzdrWy3CRNQLQD6wG3gGE3npurSC+NQU5eXlHD9+nNOnT9dnNMfGxjJmzJi2j5hohMbyus+caXCsG8eMiP9bWrz0/fdreOWVbCALyGL9+j4sWNALgJMnU3nmmS8pLBTC/bRpvqxdG4FGE467ewCffx7Lf/93iF5OuGH0jK5j1ZJldIVtZRBh+PCG4+raVVxKaWkNyxr+q4jluk7vTZtg3jxIS6sGiggOLqKwsBC1ugg3t0J++tMiNm70Jjd3Uf124J9AHgEBwsEeGelHaGgoeXmh/OpXEcAAk21qbj+ioqBLFyHiK+0QE4NeEVhdMbK9x+VotVpu3bpFUlISqamp9a/36tWL4cOH071797YX0MFklIsuScAPwGwg3PCPrTQoqBQV7dChA8uXL8fX19em28/JyWHNmjWUlJTQqVMnFi1aVF/k1dyAshJpJD4zp4FhgJvMRHcypJBuBtlRb4fIzHSTSId6G+OqwrqrIYVzm2OLKBeXuXc1Jw8dnHp2lqsg+6P6yPZoPzSdmS6Ii4M9e8p46CFfs+JQTk4Oq1evprS0lMDAQJYuXUpgYGCz9kur1XLs2DEOHz7MhAkTGNaYim9PzDg5DfkW4ccdim7qcx1tGPWiUFxczPHjxzl//ny9oN6jRw/i4+Pp5mDBvs0tXqpSwb17+ttqEI0FuiJZdnY2u3ef5o03ssjLu48SXaJSKZrkdGAgcXGwZs1dDh7cxd//3pnc3E5ERHTmzTc785//2Yn0dF9iYwP55htQqVQ8/bQbKSluxMaqWLNGpZcJrkStKL8bOu2jo+Gdd7QsWKCqF8//+tdifvnLKtTqWtzda/nHP6r54x+ryMoqBjRERw+rd86npQlxXKHhWAA6EBf3G/7yF+VSPQto2LSpC5Mnh+Ln52fy3qDs13vvCbFe2a+9e+F3v2sQ0h1dOFdQq9VcvnyZpKQk7tfZ/t3c3Ojfvz/Dhg0jNDS0jfdQB7VaNHrdB6ESOAr0QsRTAWjqfkwmkNs5ykWr1XL69Gn27duHVqslOjra5sWmU1JSWL9+PVVVVXTp0oXFixfT2eAiM4xo+fOfU/jlL2NITxfPOmfK75foI4V0M8iOejtFZqabRBYjbUdIYd05kMK5XWnJAGCQnye/m9qX8E4+zu1AV7A6Dx1c5dnnCsj+qD6yPdovhoLC6tWKeFBIcPBX/Od/dmfmzOlERxtN/icjA9TqB3z99SoePHiAv78/CQkJRCr24GaQkZFB165d68X72tpamxWdsxi1Go4fh+3bhaikrz6SC3yA+EYTipBX9YzUyvKvvQYzZsDIkW3mUC8qKuLYsWNcuHABjUbMSOzWrRtDhw7lkUcewc3N+Ly2R6zNWA8JEX9XhPWwMBEpolYL0XfjRswWDhQFTWuB+0AWP//5ff75zyJgBBBFUhL4+l7k66+/pqhIiT5p2NeAAFi/fhY3bx4nLy/PYBk3wI3g4EAuXHil3gn7xBNryc3Nrfu7hoCAWrTaWoqKagE/4HWdQYBPgXuGlyWdOoGbWwcKC3+jsy9rKCxMR2TGB/DKK515//2A+t+3bOnKr3+tMhpEU1z/uu56Q9f7nj2wdClcutTgqlcKtpqKanEU4VyhoqKCs2fPcvr0aUrqAui9vLwYNGgQgwcPNhJn2wVHjsCYMQBcQ2ShlwJhiGAeo0+7SiU+LO+8I6Y/2PFeVVZWxu7du0lOTgaweVFREDnru3btQq1W0717d5599lmzsWPp6TB6tJaUlAMIn/4YYHR9dr/h7BGZie4cSCHdDLKj3o6RmelmkcVI2yFNCeuOmgnubEjh3K4ocVT3SypJzSvn3QM3rL5HueSAn9UzscBVZmO5CrI/qo9sj/ZJY1Pchw1LJiNjM+7uGgICevH99/Po0cOrfl3dnNhNm0rYtWst2dnZeHp6Mm/ePB566KEW719VVRWffPIJ/fv3Z+TIkW0j+ppwqGuBS8B+oBxx9x4MjAW8TG2jHTjUHzx4wPHjx/nhhx/qHeoBAQEMGTKExx9/HG9v7zbbt+ZgjbCuVgsR3TAjXDfv3DCrW1dYNuVi37OnDE/PHIqKijh5spif/7wIkTxdzCuvVPDqqzPYu3cvBXWZ++np8MUXDdt47bUg3nnnX+p///WvP+Ivf8mu//3558W/Yh1f4N/46CNYsQJgDZDJ3LkebN7sAXgCXvz3f3fE3z+AX/5yPIpkGhFRS1ZWg1BpeCy67dEwiGYcS6MUY9V1myvCeWmpaEfDzGhHE84V8vPzOXXqFBcvXqSmRhjd/P39GTJkCIMGDcLHx6eN95CGwb6sLIiIaBDAExMpS0hgL3C5btFgYDKixoMerVjb4dq1a+zcuZOysjLc3NwYP348Q4cOtVkUjkaj4cCBA5w8eRKAPn36MHv27EZF+pqaGv7856/53e+u1L3yNJGRwzl1ynTNA5mJ7hxIId0MsqPezpGZ6WaRUS/tHF1h3bBop3Sw2wfDwQpZGLRVkYVEm4nMRJcg+6OGyPZonzSWmZ6eDoMHX+f+/c2o1TWEhERy/HgCjzzib9Kl16VLFRs3buT27duoVCqmTJnCk08+2aL9O3v2LLt27QIgKiqKWbNmERzcaEq5fTBTjLQcIab/UPd7ADCVthWsmqKkpIQzZ85w9uxZysvLAfD29mbgwIEMHjyYgICANt2/5tKYsF5SAsuWNRTsTEhoEMWKixtEss8+g+nTG67rv/xFnHIlusSUix1MxyIdOQKRkWo0Gg1372p4+mkNqalKqIaGmBgVx451qh+4Gjkyl7t3qxFxMm507eoBeHDvnicihMPPrAiuoCt+6xIdLSZW6B7LBx/Az37W8PuJEzB4sL4D17CYqtLGzuA2N6S6uprk5GQuXryol38eHh7O0KFD6devH+5tNKvECFPxU1FRaN99lyvFxex5/nnKEUMpwxAFRdsixkWXjRs3kpycTGhoKLNmzSIiwnbfCSoqKti8eTO3b98GYPTo0cTHxzcq0peWlvL++4m8/fY9CgvdEfOKHtNzo+vi6Ne3pAEppJtBdtQdAJmZbhZbZA+DixTwa29IB3vLMXSX6w5WSNG8VbFFIVGXnCnTnEz0kb+GuNHy+nYyZH9UH9ke7ZfGijxmZMD16xnMn7+OgoJygoMDWLVqMb/4RYjJSAy1Ws2uXbu4cOECAE899RSTJk1qtpNcq9Vy+fJldu/eTWVlJZ6enkyYMIFBgwa1TVE/M8VIbwE7EX5kH+C1un+NaAfFSBVqamq4dOkSp06dqosUEXnevXv35oknniAuLq59FE5sJobXte7vhqJYRoYQ1KdNaxDJdd3q5lzshq5tXUe3KaHd1DKWZKQ3JYJv3ChShMwVXo2MFMvpFiyNiQF/f7h2reHYlNgKRUwPDhaRNH36GLevMwiLWq2Wu3fvcvHiRZKTk6murgbE5+Chhx5i6NCh7aeAqIK5QqIqFbe1WlbPnQv79xNWUsIMwGTIVnAwbNhg9/uQVqutb7uysjLOnDnDiBEjbBrlcv/+fdavX09BQQGenp7MmDGDfv36NbpOTk4OH3ywjr//vYjCwg506/Ys69d3l3noLoIU0s0gO+oOgtWZ6UCHQJj3FcSMcHqxoaVRLwou5wRtTzTmYPcPg/J82P9b1xHbOwSJfysanFwylqV9ocS4ZBdV8MfdVykoq27WdlwyygWakYku89CdGdkf1Ue2h2Pz448FjBmzhvz8AkSJzaXExUWYFBu0Wi0nTpzg4MGDAMTFxTFv3jyzObWWUFRUxNdff01KSgoAvXr1Yvr06XTs2LHZ22w2ZoqRVgOHEFnEjze1jXYQ9aKg1Wq5ffs23333Xb2jE6Bz584MGDCAAQMGNLuArCNh6GLv1Knhd1Mu9hEjICdHxMUYxiLp5opDg9BuahldkV4ppDp8eIMo3rWr0Dp1RXDDfw3zy6OixL7m5TW8v+Iu37ix4Vg2bBAxOM4Uy2IJDx484IcffuCHH37gwYMH9a8HBQUxYMAAHnvssfaZf25QSNQQLbA+KIjIf/kXRvzXf+FuGKLfSjNjtFotSUlJ5OfnM336dLsNRFy9epVt27ZRXV1NQEAAzz77LOHh4Y2uU1lZyX//93t8+GEFhYXBdO+ewPHjwTIP3YWQQroZZEfdgWhOZjrIqBcrUCFa9vXxvYgJ8SO0o4sU+XMUrI2LMRTaTYnT9sCS9zVcxpRIDvrHK4XzdoOtYlzABQfwlM9xylE49n8WruQ6M61cFdkf1Ue2h+Nz8GAZ48cnIiTj50lK8mHYMPPLX716la1bt1JTU0NwcDAJCQktimXRarV8//33HDhwgNraWh577DFmzZrV7O21CDNRL4bcAM4i4l70rnpFWPqv/4JevfQzjtuQ+/fvc/bsWS5dukRlZUN/IDY2lscff5zevXvj6enZhntoX6xxsScnN8TFmIpFio8XExBUKsjPN73MqFFC7A4JgWPHGuJTJk1qEMXDwoQWqsTSPPtswzrr1wtRPDhYLHP/vlgnMlKI5G5uDTEsQUHw1VfCXW7Kke+sormCuegWb29v+vbty4ABA+jWrVv7cp8bolNIFKAQMXg3hYYZMFpAdfiwuGAMB/xaIcqlsrKSbdu2cf36dQCWLVtGbGysTd9Dq9Vy5MgRjh49Coj707x58/D19bVo/SNHzvLii1dQq+dz7FgHmYfuYkgh3Qyyo+5gNCtL1nUECMUh+m1yNl8kpdYL4y3B5UQuR6YpV7uhOG2J+G6JKG5JxIru+8oYFofE8P7SUlw2ykXmoUtMIPuj+sj2cGwanHo1QCXQ0aLp79nZ2SQmJlJUVISPjw/z588nLi6uRfuSm5vL/v37mTVrFn5+fi3aVosxE/UCIgn7n0AB4A2MBwbRMGvLiHbkUq+treXatWtcuHCBO3fuoEgJPj4+9OvXj8cff5zIyMj2LTq2Ak3FIikTJhpbRqMRgrfu35XtgvE2DNcxfB9lHV0B0BWEclM0Ft0SGxvLgAED2ufgUCOFRElIoBo4BxxGDGsOQgzW1bNunZhmYG47diI7O5uNGzdSUFCAu7s7U6ZMYeDAgTa9T1RVVbF169Z6oX7IkCE8/fTTjebXazQaysrK9GYwPXigoazMrdHPrqt9XlwFKaSbQXbUHRCrM9PBFafE28ox6rKxC65CU+K7JaK4FMGdHls60F32ntKcPHSAiW/C4BXyM+bkyP6oPrI9HBfD6e66Gc+Rkad4660HLF480WwOemlpKRs2bCA9PR03NzcmTZrEU089ZdN9/Oabb3jkkUeIVrI0WhMzUS8AucAOIL3u967AKOAhTAjq7aggqS6FhYX88MMPXLhwgcLCwvrXQ0NDefzxx+nfv3/bD2hIJHVotVoyMjK4evUqycnJetdsu49uAbOFRHnvPYq8vDg9bRrnEMOZANGIMpkhuts4fFjctFuRixcvsmvXLmprawkICGD+/PlEKmH9NiI/P5/ExETy8vLw8PBg6tSpDBgwoNF1Kisr2bx5MwUFBbz44osWu9YlzosU0s0gO+oOSnMy08HlirTZqhgpuKh7VCJxURT3+f2SSlLzynn3wI0Wz25RcKlZLspAVUkW7PstlOdZsbLrDQC7MrI/qo9sD8ckIwNGjzYuwJaeDiNHFnD37j8JCNDwH//Rm9mzZxMba+zszMiADh1qOXZsJz/88AMATz75JJMmTWrURWgpV69eZcOGDbi5uTF58uS2KUSqOD+3bxfRCTpogTPAAYR7FCAUmAwYBR6oVEI0S0lp85gXQ7RaLampqVy4cIHk5GRqa2sBcHNz4+GHH2bAgAH07NnTJudUIrEGjUbD3bt3SU5O5tq1a5Qo1nwcILpF1zV+86aIezJRSHSnVsuF+fPR7N0LJSUEAcOAJ9AZlGuj+8eBAwc4ceIEAD179mT27Nk2F6xv3rzJli1bqKyspFOnTixYsICuXbs2OivkypVC9u1bR0nJfTw9PUlISLB5zIzE8ZBCuhlkR92BaW5mOrhMbrqCrYqRgouJYBKJC2Jr97nL1l1obowL4EqRZBKB7I/qI9vDMTEswGiYJTts2GU0mm2AmurqbiQlLeShh3z1llHyZvfu1XLlykkOHDiAVqslNjaW+fPnt6gIKYjs4x07dnD58mUABg4cyJQpU/Dw8GjRdpuNGYd6KXAKIapXAT8BupvbxuHDIoahFWMZrKGyspLLly9z4cIF7t27V/+6j48PjzzyCH379iUuLk6K6hK7UVtby507d7h69SrXr1+nvLy8/m/e3t489NBD9O7dm169erW/6BaFRmazaBA9R6V3vRf4vlMnYhYvZugHH9AL0JsD1IYzWu7cucOaNWsYPXo0o0aNsulghVK8+tChQ2i1WqKjo5k/fz7+/v6NPp9On85g8uREOnQoY8WKjjz//EKbO+QljokU0s0gO+oOTrOFCtcTKWwpjgG8MDyG8X3CXUcUk0hcAGXQTbrPW0hzY1wUZCa6yyH7o/rI9nBcmsqBvnbtLgsWJFJQUElwcDCHDy/i0UeDjCJhjh4V27h+/TpbtmyhurqaoKAgEhISCAkJMd64FWi1Wk6ebBDpo6KimD9/fttda40UI60ErgKP67x2HCGKDULkqfPaa0IQMxHv0J5iXwBycnK4cOECly9fprS0tP71Dh061IvqsbGxUlSXtJjq6mpu3brF1atXuXHjBlVVVfV/8/X15eGHH6ZPnz7Exsa23UBaY1jgPq8AzgOngdk0DLYVA+VAeBsWEtWlvLxcz3VeWFhIQECATd+jurqa7du3c+XKFQAGDRrE5MmT6+8l5mZMHThwmfnzv+bBg1pCQsI5diyB3r1lv0MikEK6GWRH3QnQqCHlOGx+DioeWLGi602bl8VIJRKJIcp9Ibuogj/uvkpBWXXTKzVCkJ8nv5val/BOLuQ+16U+eqwZTnQXix+TNCD7o/rI9nBuLl7MZfz4teTnFxIU5McXXyTwy192NRI4FHJyckhMTKSwsBAfHx/mzp1Lz549W7wft2/fZvPmzVRUVODv78/8+fPbJjddoZFipArlwLuI2Bcf4ClgMGCUOt5OM9QVNBoN6enpXLlyheTkZCNRvXfv3vWiurk8fYnEkJKSEm7fvs21a9e4detWfaQQQMeOHenduze9e/eme/fu7fu6asR9DpAPfA9cpCEC6jFgluGCbVRIVEGr1XL06FFOnTrF8uXLCQ4Otsv7PHjwgPXr15OTk4O7u3t9bJchhgO2//mfP/Daa9soLITQ0Ic5eXIOPXp42WUfJY6JFNLNIDvqTkRzo15ctJCbLYuRumx0g0Ti4MgiojZEyUNPOQrH/s/KlV1vYFeij+yP6iPbw/m5erWEUaPWkZeXhUgAH2xSRFcoKytjw4YNpKWloVKpGD9+PMOGDWtxLEBBQQEbNmzg/v37JCQk0KtXrxZtr8U0IaCpgR+BE0AegEqFp1bLMGAEoBdK0Y4z1HXRaDSkpaXVi+plZWX1f/P19eWhhx7i4YcfpkePHnh5SZFL0kBFRQV3794lJSWFlJQU7t+/r/f3wMDAevE8Kiqq/WWe69JI7QSFUmA/cJkGtSMMGAI8Chj56tugkKhCbm4ue/bsISUlBYDx48czYsQIm7/P9evX+frrr00OiJqaIaUrpkMZ8Bnh4b05dWo83bu348EVSZsghXQzyI66k9HcqBcXy0xXMFVQEKRLXSJxZgxnptgKl/7cyzx0SQuR/VF9ZHu4BkePVhMffxkYCEBSEgwbZn752tpadu/ezYULFwDo1asXs2bNanGhuurqam7fvk3v3r3rX8vNzSUkJKRthDfDSIff/16I4jpf0bXANUTMi/LkCQDmAEbjEIqY1kauVGtQCkEqorpulrW7uzvdu3cnOjqa7t27ExUV1X7zrCV2oaqqirS0tHrhPDs7G13pSqVSERERQa9evejduzdhYWHtWzxXaGIADcRn/iMgp+73hxACeiw6BUQV2nAQrbKykiNHjnD69Gk0Gg0eHh5MmzaNxx57zKbvU1FRwb59++qLUnft2pUFCxbU9xnMZaLn5+dz9GgQc+YorVZJUpJPo88eiesihXQzyI66E9IsV6AUMkDmqEskzo6tP+MgP+cyD11iC2R/VB/ZHs6PvitQEBNTwb/92y4SEibQuXNnk+tptVrOnz/P3r17qa2tpWPHjsyZM4eYmBib7duDBw94//33iYqKYtKkSYSHh9ts283ClMjWrRvMmYP23Xe5CuxDxL78HCGo67FuHXh7G2+jneaoKyii+o0bN7h+/ToFBvnx7u7uRERE1Ivr0dHRLS5GK2lf1NTUkJ6eXi+cZ2ZmotFo9JYJCQkhNjaW2NhYYmJiWjyw1uookU4mJLhyRB0ERQo/D5wDngHMlsJsw1inS5cusX///vpZJY888ggTJkwgKCjIpu9z48YNdu7cSUlJCSqVimHDhjFmzBi9rHvDTPTDh7Wkp5/kq68O8sUXU1GrB9Yv29hsKIlrI4V0M8iOuhNTn1ObhcUCh28ITHoLOka4bEatWqPl1O18Xll3nsKKGpts06WdqhJJG2Jq1oksJGpDmpuHLp81EgNkf1Qf2R7OjWFO7erVsGQJ3LmzlYCAS6xY0YG5c2cRFvaQ2aKlFRU57N+/iby8PFQqFSNHjiQ+Pt4mucdXrlxh27Zt1NbWolKpeOKJJxg7dmzbCnSm3OTHj8OYMYDISb6HcKcq7AG6Av1+/3vc//u/jYU6RXD7r/+CXr3arUsdxABKXl4eqamp3L17l7S0NIqLi/WWUalUhIaG1jvWo6Oj5f3DgVCr1dy/f5+srCy9H7VarbdcYGCgnnDesWPHNtpjG6BWQ0yMkRO9AjiJyEGfhDJnBzQI+1+jtpVWLiSqy/Hjxzl48CAhISFMnjyZHj162HT7lZWV7Nu3j4sXLwIQHBzMzJkz6WZGAW941pTSpcs2xoy5zaZNoNU+hofHLDZuhF/9yrgAqUSiIIV0M8iOupPT3Nx0cNm4F4V9l7P46ZrzQMujXmSOukTS+tg6/1x+hg3QqOH7j2D/v1uxkpz9JDGN7I/qI9vDeTF0CSrCRXo6jBz5gLt3N9G5cybCWDyCU6fG6uXWKsJIaCjs2FHNyZN766NeoqOjmT17NgEBAS3ez6KiIr755huuXLkCgI+PD2PGjOHJJ59sP0UKFRHu3j0jkTwL+BigY0c6ubkxpKiIJxDu1kZp5y51Ba1WS2FhIWlpafXCel5entFygYGBdO/encjISMLCwggNDZWu9XZATU2NkWiek5NjJJoDdOrUqV40j42Ntcnnu1VpLFLpyJH6wTAQAvp3CAG9qu613sACc9tWIp/+8Ic2GQwrLS2lrKyMsLAwQMRvXbx4kccffxx3G+/DzZs32blzJ8XFxahUKoYOHcqYMWOajHc6duwms2Z9TUFBGaKKxCTc3QeSlKRi8GDjgd2jRzE5gCtxTaSQbgbZUXcBmp1dKwUPe8RAKEg3q0RiW6T7vBVpdj0OGeMiMY3sj+oj28N5MZdbC0LQGD26Fje3b8nL+56iIujSpTtHj86ld++OZgWPy5cvs3PnTqqqqvDx8WH69On06dPHJvubmprKvn37yM7OBiA2NpYlS5a0HzFdiYUAPTG9EjgDfD9hAqXffAOADzAIGAyY9fA6kEvdkNLSUtLS0urFdcP8bIVOnToRFhZW/xMaGkpISIjNhT+JoLy8nLy8PD3RPDc31yiiBcSAVURERP1PZGQkQUFBjpFzbgpTsUy6g1WJiZCQYFJADwfigYdpxIHeRu5ztVrN6dOnOXLkCJ07d2bFihV2uydWVlayf//++gHT4OBgZsyYUV9Q1By1tbUcPHiQ7777jvR0+OKLMGAu0IWtW2HWrIZldQdo9+0DM8liEhdECulmkB11F6FZzsE6OgTCvK8gZoRLTr83LEyoOFNthcvnK0skNsAeg15Bfp78bmpfwjtJ97kezclEH/lriBstY1wkZpH9UX1kezg3RUVQUmLa9ZeRAR07wpkzV5g/fwcPHlQRFOTHF18s4pe/jDQ7Bf/Bgwds2bKFjDrBatCgQUycONEmxSg1Gg3nz5/nm2++Yfjw4YwePbrF27Qp5jLU332X2vJyLi1ZwklA8Wu7A8uAxmUoHRzEpW5IVVUV6enppKWlkZOTQ05ODoWFhSaXdXd3JyQkhNDQUD2BvVOnTo4r4rYiFRUVFBQUkJ+fT0FBgd7/KyoqTK7j6+tLZGSknnAeEBDg2O1tqlCwIboZ5kFBMGYMicD1uj+HIQT0RzAQ0NvYfa5w584d9u7dS25uLgCRkZE8++yzdnlW37p1ix07dtS70IcMGcLYsWMtuq9nZGTw+eefU1ioZf36p8jOngCIDHVTzxDl2SNFdIkuUkg3g+youxDNyUzXxcWjXsD+DvXfPdObQD9v7pdUyugIiaQR7Ok+Vz5xHy4eKB3oCkoR65Is2PdbKDeePm4alXh2vPajFNAljSL7o/rI9pAAXLqUz7hxm8jLqwReBjo0mmOrVqs5fPgwJ/5/e/cd3lZ99///KcnxHnHsJN4rk2xIICEJGUAJe0NboG0o0LuUUrhp796l7f1t+ZUuoIW2tBTaQoCyWqAlUGbITkhCQnbIduIVj8R725J+fxxLlmxJlqdk+/W4Ll22j4+ko6Phj1/nfd6fjRsBGDNmDDfeeCNjxozpk+2prKwkNjbWWXlZWVlJZGQkoaGhfXL7veKtfURb6wg7RlC3GagA7sMRKUEdEOXPfdx/P1xzzaCpUPeksbGR0tJSSkpKnF9LSkpoamryuL7FYiEuLo6RI0c6v7p+HxMTMywq2a1WK3V1ddTU1HgMzL2F5Q6xsbFugXlycjIxMTGDOzTvyNMBLS9qgZC0NMKPHYNx4zhZUMC7eAnQHQLY+xyMz7sPPviAzz//HICoqCguuugizj777D5/Hpuamvjggw/47DOjzeyoUaO45ppryMzMBPw7GBsXB//612a+850ECgomdZiPQz3RxT9DOkhvampi7ty57N69m507dzJr1iy/r6uB+jDTm57pavUCeA7woG+r1B3UTkLE/T03Jiacirpmfvaf/jmgBXrfdaL2YDIANB51p/0hDuvXt7B4cTWQAMDGjXZmzzZauHhz7Ngx/vWvf1FbW0tISAiXXnops2fP7tOwp7W1lb/85S9YrVZuuOEGkpOD9G+mhz7qtUB0269twB/afj4bI8TrckrVQVqh7o3dbqeqqsotWC8pKeHMmTMe24+4MplMxMbGuoXtcXFxREREEBERQXh4uPNreHh4UAXHdrud+vp6amtrO13q6urcfq6vr+/y9mJiYhg1ahQJCQluX+Pj44PjYFNf61h9/tOfdp7Q10UFcBD4HMgH5gNfWLMGysvhxhux2+2eK9CD4ABWaWkpzzzzDK2trZjNZs477zyWLFni83O4p44dO8bKlSupqqoCYN68eVx00UXOKnRv7cGampr4+9/f52c/W0ByciJ/+xtcdZXn+TjUE138NaSD9Pvuu48jR47w3nvvKUiXrvU4FAFVF3bWn1XqmuBQhrv+fH91pDZLHvSkjYuD+qFLN2g86k77Q8A98HBITd3B8uVruPPOG4mPz/JalXj4cB3r1v2bwsIjAEyZMoWrrrqqzyaaLCsr44UXXqCmpgaLxcLFF1/MvHnzgioodfLSRx2gCHgWaG372QxkA1PxEaoHSYuJ/ma1WqmpqaGyspKqqioqKyvdvq+qqvI4OaY3JpOJsLAwt3Dd9WtoaChmsxmTyeT86vq9t682m43m5mZaWlpoaWnx+L2nZfX19V0eKHBlNpuJjo4mPj7eLSh3XIZkWO6NH9XndqAMIzj/HCju8Pts4KsvvYTpllt8tmcKhgNWdrudFStWYDabueyyy/rsLB9XTU1NfPTRR2zfvh0wJgq+5ppryMrKclvP04TVJlMBf/3rG/zudxVUVqaSnX0n77xj4o47vM/HoZ7o4o8hG6S/9957PPDAA7zxxhtMnTpVQbr4p9Np+mdQv9ue6+8+6q5ULStDWX+2bPFG7ykvnO3AenDQddkvYO439fdB/KbxqDvtD+lYNfjii3DbbTZyc//KyJFF3HKLibVrL6ShYSHr1pk8hiSjR9v52c+2sGXLKqxWK3Fxcdxwww1dTlLnr/r6elauXMnBgwcBGD9+PNdeey3R0dFdXDMAfAR/tcBOYD/uYZ8ZuBxjgtIupaXB449DYmLn9jJDlN1up7a21i1Yr6yspLq6msbGRhoaGpxfW1paAr25XkVGRhIdHd3lJSIiIjgPFA0Ef3qfd2AHngCq2n42AVnAWRgHqWIB1qwxPqw63keA3z8tLS1s3LiRBQsWOA+QNDY2EhYW1i+vgby8PP71r39RUVEBwHnnncfFF19MaGioxzYu7X8f7CQlbeKKK1bzxhs2KitHkpFxAxs3ppOe7n8LGBFvhmSQXlJSwuzZs/n3v/9NYmIi2dnZCtKl+3rT7kV90zvp7wpaVanLUDUQ1ed6//jBcaA1dx2sf7SbV9ZZS9IzGo+60/4Y3jxVHDpOyV+8uJnc3P8QG7sbgOrqCWRlXcv69VFeT9s3m4t4/fXXKS8vx2QysWTJEi644AJnr/PesNvt7Nixg/fff5/W1laioqK49tprmTBhQq9vu895CgMd1eVtzgAHaA/V7wQcGVQRcAojCOyy/QsMuRYwvWG1Wt2CdU9fm5ubsdvt2Gw2t6+elrl+tVgsjBgxghEjRhAaGur21dv3oaGhREZGEhkZOSx6vPdKF9XnNuAkRtV5HvANjINQAB9hVKWfBUzC5X1jMhnvj9zcoDvYVFFRwWuvvUZxcTEzZ87kuuuu67f7slqtrFu3jg0bNmC32xk5ciTXXnutswrdWxsXgNWra/jCF/6FzeY4ZWkaWVlXsn59uPqeS58ZckG63W7n8ssvZ8GCBfz4xz/mxIkTfgXpTU1NbpOJVFdXk56eroH6cKceuH1qIPuoAyTFhvHl8zIUDMqgourzINTb1l+gvwfSIwqO3Wl/DG++whMjTLcTHb2LJUv+w4svtlJZGUN6+nW8+mqO14nkmpqaePfdd9m92wjgMzMzufrqq0lISOiTbS4rK+P111+npKSEjIwMbr/99uCv3u0iICwH4mmf+HAl8BlGSJgFnANMoT009CoIejyL+M2P6nM7cALYBRwGXKda/RpG2xavHJ8Lr78eVAeZWltb2bt3Lx988AGNjY1ERkZy4403kpOT0y/3V1xczMqVKykqMsbcM2fO5LLLLnPru+7toOreveUsWfJXysvrgREY587MYtMmE/Pn98vmyjA1aIL0H/zgB/z617/2uc7nn3/Ohx9+yD/+8Q/WrVuHxWLxO0j/6U9/ykMPPdRpuQbqgs0KuRvg9eXQUNG960bEw03PQ9ZCVSF6MJB9nkFhoQSfgZ4wFFR93m296YcO6okuvaLg2J32h/hzSn5jYwnPPPNPfvvb01RWmoH7gDgyMmDjRjpVJRYUwIkTu1m//j80NzdjNpuZO3cuixcv7pNJ81pbW1mzZg3nnnsuI0eOBKC2thaTyURUVFSvb79f+FGl7vApRpB+ymVZIjAbmE77BKZepaXBb38Lo0cHRfsKkU7tVE6fhv/+b5+9z3OBdzEqzR0iMSrOzwJygBBf9xlEvc8BKisr2b59O5999plzUtm0tDRuvvnmfvn7W1tby+rVq9m5cyd2u52IiAiuuuoqpkyZ4nF9722+/obZbMVmuxHjk6jzAVSR3ho0QXpZWRlnzpzxuU5OTg4333wzb7/9ttuRfqvVisVi4dZbb+X555/3eF1VpEuX1OqlXwxkH3UFiBJMBvpAkoMOKPmh03wZp7t3/chEuPSXEJOsOTOkVxQcu9P+EH81Nzfz+99/xP/8TzhwEQApKbBli/fJ5V55pZzNm9/n8GHjjMnIyEguvPBCzjnnnD5p9+LqrbfeYt++fcyePZv58+cH/+vZj0kUy4E9wFbaK3ETgXtor173m9q/yEDpGJqXlcEDD/h8rTuvCjhGeEXAM0AoMBOYBqTj5cwMR1b1058G7cS8GzduZNWqVQDExcVx7rnncv755/d5y5/W1lY++eQTNmzYQHNzMwDTpk3jkksucX4uejuAevKkjXnzdlJcPAOjAh0sliqs1ihyckJ48UW8no0k0huDJkj3V15eHtXV1c6fi4qKWLZsGa+//jpz584lzVP5ggcaqItHavXSrwIRLCbHhfN/V5xFfFSYsypY4br0h0C0bNHBox5QGxcJIhqPutP+EH+5TjrXHuOWkJCwhnXrLmPq1DiPfdPT0uDo0aN88MEHlJUZtaVjxozh0ksv7bNWBjabjeeee478/HwALBYLs2bNYuHChcTHx/fJffQLR+D41ltG5ayXCvUmYC9Ge4sJwOK25a3AxxhV6sl0Ea47bvuhh4I2aJQhwI8DRB1ZMfqefwokAK6jvX0Yr/mwrm4kyKrPGxoa2LVrF4mJic55HOrq6vj3v//N7NmzmThxYp8fTLTb7Rw4cICPPvqIyspKAFJTU1m2bJnbxM/eWnqdOnWK559/m5//vIja2oXAxc7rdJxDw9PnvEhvDLkgvSN/W7t0pIG6eNWbCedUpdilQLS66EjhuvRWMLyOQdXn3aY2LhJkNB51p/0h/vB0yv+Xvwx5ec8CecTFhfL//X8X89hj55Kfb+pUqVhQAJGRVo4e3cGaNWtoaDDqqydNmsQll1zSJ/3T7XY7x44dY8OGDZw8eRIAs9nMtGnTuOCCCxg9enSv76Nf+RlA2mivyN0P/LPt+zHALGAGfrR+cUhLg8cfh8REtYCRnunYsuinP/V4MMiTamBH26W2bVkY8D0ctdBeBPFBodLSUrZu3cqePXtoaWkhMzOT22+/vd/vt6ioiPfff5+8vDwAYmNjufjii5k+fXqnOSQ69kP/8MNmjh5dwwcfbOFvf7NTXR0OXIIxOwOEhBgtvObObb8N1zOP3n8f4uL6/SHKEKcg3QsN1KVLNis8MQ2qT9Gj0EXtXvw20JOUeqJAUrwJptBcB4C6yXFgtLbEOND51t09q0S/4H8gZ7EOkEqf03jUnfaHdMXbJHT5+XD++aUUFr4N5LetnU5q6lV88skYZ4jeMXAJDW1g7dq1fPrpp9hsNiwWC3PnzmXRokV90j8d4OTJk2zYsIGjR48CsGTJEpYsWdInt92vPIWS4DWYLAQ+AQ5iVKeDEbKPx2iFMYkuekh7ov7q4k0P+px7UgRsxHjd2tqWxWDMAXAO0OVfoiCrPgejrfGaNWvYunUrjohv7NixnHvuucyePbvfJkSurq7m448/dk7uPGLECBYsWMD8+fMJDQ312sIlPx8WLoS8vEOMGvUu115bxeuvQ3X1NOBSMjKieeUVuPVWOHHCcxsXxxwaCtGlLwz5IL2nNFAXv/Smb7paAPRYIFrAqEWGQPCE5no99oFetXBxMBkHRe/fqwBd+oXGo+60P6Qr3toAgBHGzJ1r59SpT4FVQDMxMRb++tcLuP76hZw6FeK1BUBZWRkffPCBM+yOiopi6dKlfdo/vaioiM2bN3PFFVcQEREBQEFBAVarlczMzD65j37lZ5V6I0YLjN20H9IA+DaOqQGhhS6qfH1Rf/Xhpxd9zl21AgUYZ0xEti37BPig7ftM4DxgMu290d0Mgt7nR44c4e2333a2Q548eTLnn38+GRkZ/RagW61WPvnkE9atW0dLSwsAM2fO5KKLLnLrg+7rs/vcczdx+vRHWK0A8cAVwHi3SaTVxkUGioJ0LzRQF7/1NoxRu5ceCZYqdVUADx+BmhzUE50h0Uu9beEC6GCoDASNR91pf4g/uq5qBKgC/gMcJjYWnnjiah5++JwuJ6U7cuQIH3zwAadPG5NQjx07lksvvZTs7Ow+fxx2u53nnnuOvLw8MjMzueCCCxg3bly/hV19opuB5mmMQP008EWX5S9gTF6a6XIZhZ+Tljr2z+uvK0wfivqo0hzag/MTbZeCtmXXYrQeAijB6Id+LjC2qxsMwurzjvbt28frr79OfHw8V155JePGjevX+8vLy+Odd96htLQUgPT0dC699FJSU1Pd1vN1NpERjlcRE/MUNTVzMGZeGNHlBNJq4yL9RUG6FxqoS7fYrJC7AV5fDg0VPb8dtXvpsWAJORWuDx2BmBzUE1Wf9xFHG5eaU/D+g1B/une3p37oMgA0HnWn/SE95alv+pe+ZCc//wCwByPGNfsM0R2sVivbt29n7dq1zv7p06dP59JLLyUqKqrPtrm1tZX33nuPXbt2YTXKMElJSWHp0qXOCQEHBT8nKXWwAb/GmLTUVRRGoD4eRzdkH0wm40hKbm57NXDHADbIKoXFgz6qNO+oDOMwmiM4dxWNEdOe29WNDILqczAmNz5z5oxz3gW73c6uXbuYNm0aI0b0+LyPLjU0NLBq1Sp27NgBQGRkJMuWLWPGjBmYTCaPBzxdP6fT00/zox8d5pFH5nP8OGRkgN3eSH5+e0st12p0V2rjIv1NQboXGqhLj/Sq1QuowrF3Ogafr2zLo7g6OKqHFa4Hh46tWRzPQ7C0bPFE1ed9oE/auKAziGTAaTzqTvtDesJXpeO8eVDk8qdh3boW8vJeY/78+eTk5Pi83fr6emf/dLvdTkREBJdccgmzZs3q06rx6upqNm/ezI4dO5xtEaZPn85ll11GZGRkF9cOMn62f2nCaPuSB5zE6K/uCDzHA7e5rLsNGI1RLdxpb6xZYyRznu7XWwsYBe7Bwc/XijdNQClGRXkJRrsWRzheDzzS9n0MkIVxkCYLSMDPMx8GQfV5QUEB77zzDjU1NXz72992tozqT3a7nT179vDhhx9SV1cHwDnnnMPFF1/s/Lzy1cZl82YrixZtwmpdB1iBr5KRYXwW5+W1Hwj9ylc6f6aLDBQF6V5ooC491heBjcKaPhEM7V+88RauAx6DXuk+f8Lx5Lhwrp6ZzMrdp4ImNNdBlz6mNi4yiGk86k77Q3rCW2jj3urFkJy8ni9+cTVxcTB79mzmzr2E5uYwj312HVWPdXVFrFy5kuLiYgCys7O58sorSUhI6NPHUVdXx8aNG9myZQt2u52rr76ac87psjY7+PSgNUcrxqSPJzG6I09rW14D/MZlvRiMQH1M29e0p58mITERbryxcxW8pxYw3gJ3TWjad/w5UPHmm56fM183C2zACM2LgY7niI8DvuLy8z4gGT9bBqWnw29+M2heA42NjXz88cds377deZDvS1/6Ur/PtXDmzBneeecdcnNzARg9ejRXXnllp/v1dnDz00+LuPzytzh9uqRtzQnAlaSkxFFU5K3li/qhy8BTkO6FBurSK51aCJyhxyGO2r30mWBp/+LNyEjj9LrK+hbnMgWr/gnminJv1LJlANis8MS03leiq42LBIjGo+60P6SnOrYRcA1hMjLgL3+Bu++G48ebSEpaxZe+9ClhYfDqq7HYbFezadN4n314Y2JsbNmyhTVr1tDS0kJISAiLFi1iwYIFWPo4bCssLGTnzp1cccUVzsp3u90e3L3Tu+Iarh45YrTLgC6D1DPAx8ApOgenAPN+8Qsu/dOfoKCAJozq9bFtl1gw9pmjBcxbb/kf3qqavTNPjx26bs3ScV9arZCV1enAih3jwEk5RmuWEiAcuNjl948ADS7XcRxYSQLSMCYJ7VJ6unHgJDFx0D2Pdrud/fv38/7771NbWwsYk3pecsklfdp2qqPW1lY2btzIhg0bsFqthISEsHjxYubPn4/FYumyjUtmZgv33beGn/3sEyoq7JjNkdhslwLTARNhYTB2bOc2LuqHLoGiIN0LDdSlz6jdS1AZjIFrR77CdU+tSyD4q9z9bbni6fEMxucQ1LKlXzkOZuaug/WPdvPKJuNsoOv+DHVlED1WZwZJwGg86k77Q/pC15PaQXr6CW666S2efbaCykoYO3YWGzYsY8KECJ+VkBUVFfznP//h6NGjAIwZM4arrrqK9H7sO9DU1MSKFSuYO3cuM2bMwGw299t9DZgetPVooj1gLQFK4uM595FHmHbXXYDRJuZZl/XDMdp4jAJGPfYYk37zG1JOnfLvzrpTzf6738E113QdMgdjWOvtwIA/vcsdZ2ScOeP7PjrsS/uaNZguvND565UYrX3KgZYOV40H7nP5eSMQQvvBki4bHzn69T/0UFD3OfeH1Wrl1Vdf5ciRIwAkJCRw5ZVX9stEyK6OHz/Of/7zH860Pc/jx4/niiuuID4+HvDdxmXrVliwwI7V+ixGMycwm6djs11KTk6UWwsX9UOXYKIg3QsN1KVPqd1LUBsq4bqnFiXdqXKHzoG7v8u6E+J3XNadliueHs9goDMLBlCvPm914FKCi8aj7rQ/pC/4CnZcKxxXrmzm/fdXc999W6mosDN27Dm8+ebVXfbmtdvt7Nu3j/fff9/ZI3jChAksXryYtH7oPbBx40ZWrVoFQFRUFNOmTWP69OmkpqYOnSr17kw06RrMNjXBLbcARtX6ZoyQ/TTGpKZOF1zAlRs2MKftxwpgF5CBUckc5u1+uqpmdwS1CQnugbKnkDktDR5/vHMlNPgfwvtTFe7vMm/V41/+MrzySq8n/HSwYbRiyR0zhtxHH6Vl0yZuf+YZ5+//ghGkA5iBkRgHQByV5lPxs6e5J4Ogz7k3drudsrIyEhMTnQfPVq5cye7du7ngggtYuHAhISEh/XbfJ0+eZN26dc42LtHR0Vx22WVMmTLF7XPHnwOXsB/4ALgSmKgWLhL0FKR7oYG69Dm1exlUgrm/en/wFFD7u6w7ofdgDcK7Q6F5APW2H7pauEiQ0XjUnfaH9BVPrQYcOlY4btmSx1VXvcfp0zdj1MBCdnYza9eOICPD+9/2+vp6Vq1axc6dO3H8Gz1u3DgWLVrUp72KbTYbmzdvZvPmzdTX1zuXx8fHM336dObNmzf4JiX1xp/+6q7h6Nq1sHRp55vBCNPLHZebb2b2P/5BStvvdwBvt31vwghsMzGC9XQgGpfwdtUqWL68z4JlN54Cd28hvKeA29/r+1s93kdyMeqPTwEncGnH8rWvYTKZ+P6KFTimxTyKEbYnYIToPS4lG2R9zj2xWq3k5eVx6NAhDh06REVFBcuXLycrKwuAhoYG6uvr+3x+Bge73c7Ro0fZuHEjJ0+eBMBisTBnzhyWLl1KeHh4l21cMjKq+da31vKHP6RSWDibkBBobbVjzIQwgpAQo/J87tzO11cLFwkWCtK90EBd+pXavQw6wd5fXQJDoXmAOQ5Q1pYYZ+28dXf3K9F1to8EMY1H3Wl/SKBs2mRn4cL2v+0PP/wGY8aUc8kll3QZipeXl7NhwwZ2796NzWbUQWdlZbF48WKysrL6rGrcarVy/Phx9u7dy8GDB2lubsZisfDd737XGaTbbLah0frFla++5I5+24WFnnufO6rKn3sOLr7YuTgX2InRDqbSw11+HSNUByj8znco+f3vGYVxmCWWXlRIDxH1GAcqXC83Y7RdAXgLY/86hGEcqMh56CGy77yTMeedh6moqFuTjboZxH3OO2pqauLIkSMcOnSII0eO0NjY/r9oSEgIl112GbNnz+7XbbBarezfv59NmzZRUmJMBGqxWJg9ezYLFiwgri3Z9nW2z/r1jSxduhGbbQtGaB6NxXI/VmsIOTnw4otw661w4oTns33UwkWCiYJ0LzRQl36ndi+DzlBoASM9p8lBg0yvP0N1QFKCn8aj7rQ/JBDcWxAA1BEf/3u+9rUm4uJg0qRJfOELXyAxMdHn7VRWVrJx40Z27tyJ1WoFIDMzkyVLlvRpoA7Q3NzM4cOHKS8vZ9GiRc7lK1asICwsjFmzZjFx4sQ+nwg1KL35ptF2BdyDWdcWMNdc4zVwr8YI1B2XEuABjIksAT665RY2vfyyc/0QjMppR7C+0GXdFoyK6sF8KKMVqMMIy0fTHo7vbLucbvtdR98CxrR9vwc43nb9TCCFtn2yZo3xZvP2nHkyBCrNO7Jarc73ZlFREc+4tLqJiopi4sSJTJw4kXHjxhEaGtpv29Hc3MzOnTv55JNPqKysBCA0NJQ5c+Ywb968Tn+HPbVxSU5u5e23t3HnnRsoL3ece5ABfAFIVxsXGZQUpHuhgboMCLV7GfQUrg8fmhw0wFyrz88cg7W/pFfNltTGRQYBjUfdaX/IQOsY7LRPflfL2LFrufXWz4iJMaq8zz33XBYvXtxlG5Wqqio2bdrEZ599RmtrK9B/gXrH+3388cedP0dGRjJjxgxmzZpFUlJSv9xn0PA0EWjH/th+hrctGOGxqa2afceDD/L5t75FOUb1uq3D+g9gVKkDvAdsxajAjvBwWQpEta17GiOwDqM9fHf9GkF7IG/HexW845E4ft+IEXS3YrS4ae3wfQ7giGb3YoTe9bSH580ut303Rq9ygA3Axy6/iwMS2y6jgbNcHlsnrv3mHQG4t+dsiFSad9TU1MRnn33Grl27SElJ4ZprrgGMdirPP/88aWlpTJo0idTU1H4/q6S+vp5t27axbds2Z7uoqKgo5s2bx5w5c4iIiPDaHis/HxYuhLw8SE8/xrXXruTFF6uorASzeTQ220XAJMCkNi4yaClI90IDdRlwavcyZChcHzy89XdXy5Yg0xdn8Dhc8D+Qs1hn8cigoPGoO+0PGUj+TJKXmVnGd7/7EWfOGHPphIeHc8stt5CRkdFlH3a7vZq9ezeyY8eOfq9QdygrK2PXrl3s2bOHmpoa5/KkpCSWLl3KpEmT+vw+g4avFjAOnsJbT7xUs9vsdqow+q5XtF0upj3EfhMjmPbmexj916E9dPfmPhwd++EjjIlUXcN2O+3h+L0YPcbBCLs3+LhdX+G4gwWIBL6IMRkrQClGtX5i2335XSftui87Tvrpz3M2yFVXV7N161a2b99OU1MTADExMTzwwAMDPllwVVUVn3zyCTt27KClxZjPKj4+ngULFjBz5kxGjBjRtp7vCZsXLoSSEmhqKgKeAWKxWJZitc4kJ8esNi4y6ClI90IDdQkItXsZsvwJ14fDRJyB5Csc7/j8KDQPIr2dQNTJZJy5c/9efS7KoKHxqDvtDxlIXYVFrlWTZ84c58MPP6S2tpbvfOc7NDSE+n1dk6majRsHNlC32WwcO3aMnTt3cujQIaxWKzfeeCPTpk0DoKWlBYvFMvT6qfujuxOagt/V7DaMivAGL5cLaJ9Mcy1GRXhT2/WsHb7+N0bVN8D7wBYfD8k1HF8PbMSoqg9puz/X76/EmFwVoBgowqgkj3T5GkYf9oHvuC+HieLiYjZv3sy+ffuccyckJiYyb948pkyZMqATBJeWlrJp0yb27t3r3Jbk5GQWLFjAlClTOn0OeDvIuHVrPjfcUEJh4RxSUqCoCOAgMA4YoTYuMmQoSPdCA3UJGLV7GTY8hbeAqtn7gCrKB7lOn4One3mDOmNHBieNR91pf8hA66qq3LVq0mazUVFRQUJCAgUFsGiRndzcd8nImMXGjaldhkfV1QMfqIPRxmH//v2cffbZhIQYHa83bNjA1q1bmTFjBnPnznVOJjhs9bSaPSEBzpwxqq77MErp2K6lue1ipT1oN9EejkcSgL7sCW018GfOtC8bwq1ZumvVqlVs3LgRMCYfnj9/PhMmTBjQKvT8/Hw2bNjA4cOHncuys7NZuHAhOTk5zm3x9Dno+lmWnl7GnXd+zOOPH6Sy0kJa2r2YzSPJy2tfX21cZChRkO6FBuoSFPqq3cuNKyAqwegtHD1WleqDjD/V7N5alAzWKvfuPB6F5kNMX7ZxcVA/dBmkNB51p/0hg8lHH+3l5pvfoLISxo6dwQsvXMTdd8dx/DhkZBihkmulOgSu5UtHzz77LHltKZjFYuHcc89l4cKFREdHd3HNYc5T4P7WW54DdnAPmQeD9HT40pfglVf8610OQ741iz9aW1vZu3cviYmJpLe96aurq/noo484//zzSUlJGdDtKSoqYvXq1Rw9ehQw+v2fddZZLFiwgNTUVLd1fZ2Zs3p1NV/4wlpstp04OvUnJp5NePiFFBREO+eVUBsXGWoUpHuhgboEjb4IlUxmsLtMfaNK9UHPWyuSnla5ewqo/V3WndC7u0G4P49HofkQ0idtXExGa6vr/gx1ZTp4KIOaxqPutD9kMKmurua11z7m+9/fTWUlGPXB8wkNXUhSUminIN3fli9Lly4lKyurX7fdarVy5MgRtmzZwokTJwAYMWIE8+bNY/78+URERPTr/Q85ngJ2cF9WVgYPPNB14O6t0ttTwO3v9btbPT4Mepf3hYaGBrZv387WrVupra1l/Pjx3HbbbQHbnpKSEtasWcPBgwcBMJvNzJo1iwULFpDgeA104KmNy+jRjbzxxgbuvXcrFRWtbWtOBi4iJWU0RUXe55VQGxcZChSke6GBugSVvmz3AqjNgfgbUPu7rDuht7fryzDk+GyrLTHmd3jr7l5WouuzTYYWjUfdaX/IYPTWW0Vce+0HwEkAYmOjqa6+kOzsWaxbZ+5Ry5ecnBwuuuiiTtWjfc1ut5Obm8vHH39MYWEhANOnT+eGG27o1/sdtvwJ3H1Vevfm+t5uU7qtpqaGDRs2sHPnTueknbGxscybN4/zzz9/wCcRPX36NGvXrmX//v3Y7XZMJhMzZsxg8eLFjBo1yrmet1ZWjglE8/KMz6enn67l5pt/R0VFC2ZzJjbbxYBxVDAsDMaO7XzGjdq4yFCiIN0LDdQlaPW63YsLTUwqIoGiFi4iXdJ41J32hww27QG5HWPSvY+IjS3HYkmmouIb5OSY/G594KlCffLkySxdupSxY8d2vvM+ZLfbOXToEGvWrOGGG25gzJgxADQ2NhISEuLsrS4y3G3dupVVq1Y5A/SkpCTmz5/P1KlTsQzwgYnKykrWrVvHrl27cER5U6dOZcmSJYwePdptXV8tXE6etHH++ccpLx9PU5Nj6XYsllis1gnOz7GvfIUuW1epjYsMBQrSvdBAXYJavwRQavciIv3EtfI8eqxxVs0/l9P7M2vssOSHkDBOLVxkSNJ41J32hwwmHavMX3wRbrvNSm7uNlJSUggJyWybjK8WOInFMplNmyxdTsZXWVnJ2rVr2b17t7O6dPz48cycOZNJkyYxYsSIfntMjvtzePvttzl48CA5OTlkZmaSlZVFQkLCgFfcigRCQ0MDRUVFjBw50tkaZceOHbz99tukp6ezdOlSsrOzB/T9YLPZOHbsGLt27eLgwYPOg26TJk1i6dKlJCUlAZ2rz11buGRkwLvvwvjxTXz44W5uv30rZ86cYcyY5ZSWZrndn1q4yHCkIN0LDdQl6PVLuxeFUiLSxzwd+Os4b0NPqPpchgGNR91pf8hg4amvcMegKSUFiooA1gFrgBiSk2fz8cezOeusGPbvh8svb2+n4BpKFRRAU1MZn31mtGtwCAsLY+rUqcycOZOMjIx+DfBaWlr44x//SKXRAN4pOjraGaqfe+65/Xb/IgOptbWV4uJiCgsLnZczbT3llyxZwpIlSwAjyD569CgTJkwY0AC9tLSUXbt2sWfPHmpra53Lx40bx9KlS0lzSbS9VZ+3t3ApIyTkU267bRf//nczlZUwcmQE4eFXUFw8zXk7ISFG5XlXB/9EhhoF6V5ooC6DSl+2e3GlKnUR6Y0+mTzUhdpRyTCj8ag77Q8ZLHy1SXCEVSUltLVJ2ApswGSqxW6H+Hgz99wzhUceOY/m5nQyMkxubRI6BlWtrWfYvXs3e/bscQu1R44cyYwZM5g5c6bXiQR7q7W1lfz8fE6ePMmJEycoKCigtdWYfDA9PZ077rjDue769euJi4sjNTVVVesS1Gw2G83NzYSHhwNQXl7Ok08+ic3WuQhk1KhRzJ49mwULFgz0ZlJTU8O+ffvYs2cPp06dci6PjIxk+vTpzJo1i+Tk5E7X83ag7/Dhes4//3XKy4+7rJ3I2LHnERo6k/z8MOfZNf60o1KILkOVgnQvNFCXQadfqj41cZ+IdFOns2VO98GN6rNIhieNR91pf8hg4u/Efe0tXw5gNn+KzZbnsnYa6el3sGmTqcvWCXa7nZMnT7J7924OHDhAU3szY9LS0pg5cybTpk0jIiKi3x5za2srhYWF5OXlER0dzdlnnw1AU1MTv/rVr5x9msPDw0lNTSUtLc35NTIyst+2S8Qbu91OVVWVW6X5qVOnmDx5Mtdffz1gBOu/+tWvGDFiBKmpqc5LSkrKgL9uGxsb+fzzz9mzZw8nTpxwvqfMZjMTJ05k1qxZTJgwwdmPvevPISs5OZa2zyE7ubl/ICamgpqaScB5QDYpKSaKitTGRcRBQboXGqjLoOS1DzH0vCLUZFR/XvdnqCtTyxcR8a4/5m8AtXGRYWuojEdPnDjBz372M1avXk1xcTEpKSncdttt/OhHPyI0NNTv2xkq+0OGL39avsAp4FNgL/Hx06iouMalCrSKEyfiPFaBumppaeHQoUPs3r2bY8eOOStpLRYLkydPZubMmYwfPx6z2TwQD5u6ujo2btxIYWEhRUVFzqp1h5kzZ3LdddcBRrBZVlbG6NGjVbUu/cZut/Pqq69SUFBAXV1dp98nJSXxzW9+0/lzbW0tUVFRAXlNtra2cuTIEfbu3cvhw4fd3j8ZGRlMnz6dqVOndgr1fZ0Zs337KS67bCsVFcexWr8DGBMGp6TkYTbHUlAw0rluWBiMHdt5AlG1cZHhqjvjUU3FLRLszBbIvsB9memFXgZbdqgpghdcAiy1fBGRfplAFHTwTmToOXjwIDabjaeffprx48ezb98+7rrrLurq6njssccCvXkiAyYmxgidwD3YSk+Hl182KkRbW5OBq4EvEBXVSkyMEbAvWHAKeIbRo8fzwgvzSUvLwnnGVgcjRoxg2rRpTJs2jdraWvbu3cuuXbsoKSlh//797N+/n+joaGfrl7Fjx/br446KimLZsmUAWK1WSktLKSgooLCwkIKCArf+zWVlZfzpT38iIiKC9PR0MjIyyMzMJCUlxVllK+IPu93O6dOnOXnyJCdPnsRms3HTTTcBYDKZqKyspK6uDrPZTFJSEikpKc5q88TERLfbio6OHvBtP3HiBHv37uXAgQM0NjY6fzd69GhmzJjBtGnTiI+PB4zQvKDAvSq8psYI0Y8fh0WLYO1aG3V1B3nvva08/PBJKishOhpqa48Ck9uulUFBQfvZMl/5iuMAX2fp6UYlutq4iHininSRwUoTk4pIX+qvCUTVwkXEzVAejz766KM89dRTHPf2H7oHQ3l/yPDhqdWCa0V6Vha89FJ7gNU+KekW4H2+/nUjwEpOTub8889n6tSp1NZaPLZvAPd+xcXFxc4JCevr653rJCcnM2vWLKZPnx6QFit2u91Z6Xvo0CFef/11Wlpa3NYJCQkhNTWVxYsXk5OTM+DbKINDaWkpubm5zvDctdo8JCSEBx980HlA5vjx44SGhpKUlERISODrRu12OyUlJezZs4d9+/ZRXV3t/F1sbCzTp09n+vTpjB071q0y3lfl+datsGBBI1brDuLjt3HddVW8+SZUVppJTJxKaOhciopScT0ol5HRXn2uFi4inam1ixcaqMuQpYlJRaQ7+q3ynM7hu1q4iLgZyuPRH//4x7z//vts377d6zpNTU1ufZ6rq6tJT08fkvtDhi9f7V4cvdTblZOUtIWvfGUnkZFG0DxiRCyvvDKX+vrzWLduhF+tF6xWK0ePHmXXrl0cPnwYq9UKGK1fJkyY0KnP8kCzWq0UFxeTl5dHXl4eJ0+edAb/t912G+PHjwfg5MmTHDhwgKysLHJycggLCwvI9kpgWK1WSkpKSElJcS575ZVXOHTokPPnkJAQ0tPTyczMJD09naysrKA7s6GpqYk9e/awY8cOiouLncvDw8OZMmUKM2bMIDMzE5PJ5PFAnOtnSFYWrF/fMQQvw2T6I0aaFwnMIS1tDmZzrHOuhqeegquvNiZAdg3SQS1cRDpSkO7FUP7HRaR/+hi3HcW+cQVEJbSHbqpUFxm8+rvyXJ8XIj4N1fHo0aNHmT17No899hh33XWX1/V++tOf8tBDD3VaPtT2hwxv3qpJXYP0sDBYuRLuvtsRltXz6KPbOXFiG0VFtTz/fAzl5feTk2Pp9mSA9fX17N27l927d1NU1P73PjIykunTp3POOef0e+uXrtjtds6cOUNeXh5Tp051BuarVq1i48aNgHEQIDMzkwkTJjBhwgQSEhLUY32IsdvtFBYWcvz4cU6ePEl+fj7Nzc3cf//9jBw5EoBPP/2UQ4cOkZmZ6WwJFAzV5h3Z7XaKiorYsWMH+/bto7m5GTCC/4kTJzJ9+nQmTJjgtu1dVZ4braHspKYe4f/+7zSPPDLf+f7/8pff5ec/TwamAyHOM11cD97t3w+XX94+EbLrZ4brmS0iw52CdC+G6j8uIk6uVaZnjsHaX7b9opdv804VpqpUFxmUnGev9MOfflWei/gl2MejP/jBD/j1r3/tc53PP/+cyZMnO38uLCxk8eLFLFmyhL/+9a8+r6uKdBkuOlaZulaYZmTAu+/C1Kmdw/GPP26lomIvJSUm7rlnFsePQ3a2jW99633+8IeZ5OWldjkxqavS0lJn65fa2lrn8rS0NObMmcPUqVMZMWJEv+yDnsjNzeXzzz/n6NGjlJeXu/0uPj6er3/968TExARo66SvFBUVsX37dg4fPuz2ugSIiIjg5ptvJjs7O0Bb1z1NTU3s3buXHTt2cOrUKefyxMRE5syZw8yZM4mIiPB4XV9nryxe3ERu7i7M5m3YbGcAC3A/OTkxvPwy3HKLe69zTSAq0nMK0r0I9n9cRPpcv1Spg/qpiwwineZTON13tx2ZCJf+0phIVJ8BIn4J9vFoWVkZZ86c8blOTk4OoaGhgBGGLFmyhHnz5rFixQrMZnO37i/Y94dIX/FVeeot6GoP2Q8A/wBg9OhM/vGP+SxePNFZne2pNYSDo+o0JsbGsWPH+Oyzzzh06BA2m1EkEx4ezowZM5g9e3bAq9Q7OnPmDEeOHOHIkSOcOHGCyMhIHnjgAefj3rJli7N1jaN6WYJTTU0NZrOZqKgoAPbv388///lPAMLCwhg3bhxZWVlkZmYyZsyYQXHmgaP6fO/evW7V51OmTGH27NlkZGR0ehz+zKfw1FPl3H77NoqLdzJyZBOXXAL/+Ec4cA6wgDffjOJ732sP310nEO3YwsVB1ecivilI90IDdRmWXKvUIxPhrbuh+hR9XpGqKnWR4NOvB9PQBKIiPTCUxqOFhYUsXbqU2bNn8/e//71HPWqH0v4Q6Yo/gXfHoGvzZliwoAzYCOzj61+3kp4OCQkJzJs3j6ysmVx9dWi3Avra2lp27tzJZ599RkVFhXP9YK1SB2hubqa8vJykpCTAaKPx2GOPOSeeHD16NBMnTmT8+PGkp6cHZeuP4cQxyebhw4c5dOiQ8+/F4sWLAaOKe/Xq1UyaNInMzMyg63HuTVNTE/v27WP79u2dqs9nz57NzJkzvU7u618blwPAPwE7I0fCHXck8sorcykqmgkYB7BDQqC1tXMFuyYQFek5BeleaKAuQv9NTKr+yCKBpQlERQaFoTIeLSwsZMmSJWRmZvL888+7hSCOoMsfQ2V/iPQH13DMUE1S0ja+9rXthIc3AtDUFM6rr36LEydiux2s2e12jh8/zo4dOzh48KBblfq0adMYP348WVlZhIeHD9Aj9l9LSwtbt27lyJEj5OfnO7cdIDQ0lNmzZ7Ns2TLAmMDy+PHjREdHExUVRVRU1KAJboOV1WqloaEBm83m9tm9ceNGysvLOXbsGFVVVW7XOfvss7nmmmsGelN7raqqiry8PHJzc916n1ssFqZMmcKcOXM6VZ/7O4FodHQFR4/W86Uvpba9zxuAx4FM/vjHuTz22Dhyc03OyvNbb4UTJ4wwfeNGmDu3/fbVwkWk5xSke6GBukibfqtSRf3URQJBE4iKDBpDZTy6YsUKbr/9do+/686/F0Nlf4j0tY5BuGv7huzsZp54YicnT24jIiKCZcvudK6bkrKF3/xmFD/8YQ65uSF+91Ovra1l165d7Nixw61K3Ww2k5qaSnZ2NpmZmaSlpTknBg0WDQ0NHDt2jCNHjnDs2DFqa2tZuHAhF198MWAEoY8//rjbdSIiIpyhemRkJJGRkWRnZzNt2jQAbDajFU5YWBjh4eHOy4gRIwZF2xF/WK1WmpqaaG5uds5f0dTURGhoKJmZmc71Vq5cSW1tLfX19c5LY6NxICcrK4vly5c7133sscecPc9HjBhBTk4OkyZNYsKECYOit73NZqO0tJS8vDzy8/PJy8vrdEAgISHB2fvcU/W5r8rzLVvsLFxYhtX6OaNGfc611xazcmUqp0/f5aw0h3og0mvl+aJFRpju6QCZWriI9IyCdC80UBdx0V8Tk3aifuoifUqV5yKDmsaj7rQ/RDrzNQGha7i+dq2d+Pg6oqOjXSYnfASwAqGMGTOev//9LC64YILfVeWOKvWDBw9y/PjxTnMmmEwmxo4dS0ZGBhkZGaSnpxMXRKmdo6VIeHi4s2/6mTNn+Oc//0ldXR11dXVu1euu5s6dy2WXXQYYBxYee+yxTuuYzWbCwsKYNWuWs+K9paWFf/7zn4SEhBASEsKIESOc34eEhJCcnOycoNlut7Nv3z5nGO8ayptMJmJjY0lzSUYPHjzoXMdut9Pa2orVasVqtRIbG8v48eOd665evZqWlhbn7x3rNjc3M2bMGOeBBYBf//rXNDQ0eNwPmZmZbgdKXcNxVyaTibS0NO644w63bTCZTKSkpJCTkxN0LYI6am5uprCwkLy8PPLy8igoKHCbEBuM5zwpKYmMjAwmT55MZmamz/kJPFWeWyxFrFmzn/vu+5wzZ8oxmcBI4sxAFhbLrVitFlWeiwRId8ajahwmMlyZLZB9QfvPY87qp4rWtnBv7S/aF6lKXaRrHQPzzPlw8D+e36e9DtHb/om74TlVnouIiARYTIwRkoF7RWt6uvGzI0SLjTURHR3t/N0zz7TwhS/MBg4C1Vx55QE2bTrAli0WsrKymDt3LhMnTvR53yaTiXHjxjFu3DgAKisryc3NJTc3l/z8fCoqKiguLqa4uJht27YBEBcX5wzVMzIyGDNmTLcnHu4rJpOpU3uphIQEvvnNbwJGGN3Q0EBdXR21tbXU1dVRX19PQ0MDKSkpzuvYbDZSUlJobGx0Xmw2GzabjYaGBqxWq3Pd5uZmDh8+7HWbZs6c6QzSW1tbeeONN7yuO2XKFG6++Wbntr766qte13X0hHfYvHkzrUZJcycdw2HX1jYjRowgLCyMsLAwQkNDSUhIcFv3wgsvBHBW7jsu4eHhnZ5nx7rBqrq6moKCAmdwXlxc3OnASlhYGGlpac6DRampqTQ0hHYKzB2V50VF8O67MHWqsTwtDV54oZXFiy2cOGFi0SL4+tc38tvfHqCyEuLjQ1i+fByPP34WMBGIxGp1P2i2fn175fktt7hXnqenGz+r8lwkMFSRLiLtvFa6gvqpiwwgT61aIuKhocL7dXpDleciA0bjUXfaHyKedXdiUvd+6nagiOTkg3zrWwdpbS0D4LLLLmNuW2lrQ0MDNTU1jB49GpPJ5Pf91dTUOEPI/Px8r0Fkenq6M1hPTU0lNDS0T/ZLoNjtdlpaWmhsbHS2P3FU4re0tLBv3z5aWlpobW11Xhw/p6amMmvWLMAI3V955RXnbXb8mp2dzdKlS50//+1vf3N+bzabsVgshISEYLFYSElJcU7eCbBq1SrsdrvbOhaLxbmtjoMjYHz2OgL0QB306G9Wq5Xi4mLy8/MpKCggPz+/U5sWgNjYWGdo7ulAkLdWLQUFsGAB5OVBWBhs2FDHiBFH2LTpEP/3f8eoqPgGISGJbe1aPgf2k5Z2Fi+/PJ7ly8Nc5j5Q5blIoKm1ixcaqIv0QCD6qU++onMlrgJ2Gar6s1WLL5GJcOkvISZZ7zGRAaTxqDvtD5He89VPPScH3nzzNDU1B5kxY4bzfbZjxw7efvtt4uPjSU+fzM9+NomqqgzWrTO79XTevx8uvxxSUjqHeQUFEBbWTE1NgbOftKfWGI52MI5wPS0tjfj4+CHTa1yCQ21trTMwLygooLCwsFOFvutr0RGcu7Ym8rdVS3o65OXZmT//DIWFh4BDxMXlc8MNdt58EyorISXlUp58ch7XX99+W2++Cd/7nvt71dHGxdN8Bup5LjIwFKR7oYG6SA8NdD/1iFHQUN6+WK1gZKjqt0lCfWn7p/XmF/SeEgkAjUfdaX+I9I6//dQ7Tkq4bt06NmzYQGtrK9XV8NxzUFkZwdixE3nppUksXjyRQ4dCmD0bmpogIwM2bWq/DW/Vsq6TNTqq1j1VAUdFRTlD9fT0dFJSUoK+n7YED6vVSmlpqTM4d7Qd6igiIsL5GnO8zrxNlutrktCtW2HhQmPyz6wseOkl+NKXjpOf/wKOP13V1QBJwCQyMibx2mvJ3HqrqVPluacJRH29V0Wk/6lHuoj0rYHup+4aogNUn4J/fFWtYGRw87fyvK9DdI9nfqiNi4iIyFDgbz/1mBj36y1evJjzzz+fY8eOcfDgQcLCDvPnPzdQUrKbm27ay+uvf4/bbw/BKC63AhYcJXj5+e39m8Go4HUE6WazmdbWJCZNSuK8884D2vtSOwLPU6dOUVdXx8GDBzl48KDzeklJSW5V63FxcapaF+x2O1VVVRQWFjorzU+dOkVLS4vbeiaTidGjR7sdoElISPD4GvJUeV5TY4Tox48br29H5fnRo03ceONRWlsPYbGM5sSJC1iwACCdUaPC+X//L43o6EnceedEwHgjPPGEUWnuqfI8JAReftn/96qIBBdVpItIzwxYP3UX3lrBKBCUYNKdSUIHovJcB6BEgorGo+60P0R6r7v91D2x2Wxs3ZrP9dcfpLi4HrgOMCrRa2ufo7y8leTkyfzlL5O5555ETp40eezr3FUrmJgYiIpq5dSpU269q2tqajptU1RUFKmpqW6XiIiIHuwhGUwaGxspKipyhuaFhYXU1tZ2Wi88PJzU1FTnwZfU1FTCw8Pd1vH03vA2SSi4Vp5Xk5x8iLvuOsQf/pBLRYWVkSPhpptG85e/3ONcf926VrKzQ1zmJzB4qzx3HIDyVHmuNi4igaPWLl5ooC7Sz/qzn7pHba1glvwQEsYpJJTAG+hJQl11OtCkCURFgpHGo+60P0SCy+bNtFXbGlavbuSddx7h2WdtVFY6liZgNk/GZptMdnYa69aZSE83QvTutoKB9opj16p1T5OYAiQkJLgF60lJSYSE6ET7waq1tZXS0lJnYF5QUMDp06c7rec4YyE1NZW0tDRSU1O9Vps7+DtJ6I4dRpje3mLl75hMR3FNyhISEvh//28Sjz02ifz8DBwFKxkZxu/z8jxXnmsCUZHBQUG6FxqoiwyAAeun7oUmLJWBEqhJQjtR5bnIYKLxqDvtD5Hg4dqr2SEnB955p4ZPPjnMHXccBI4DVm6+GT78ECorZ5CTcz0vvghf/rIRKIIRMG7ciDNgv/zy9rDRtRLXWxVua2srxcXFbu08yss7tH8ELBYLY8eOdQasycnJJCQkYLFoDBRsWlpaKCkp4dSpU5w6dYqioiJKS0s9HjCJj493HixJS0sjKSnJZw/97kwSmp9vVJ3n5VmBk4wZc5w337yIr37V6Gc+duxbLFmyi9deSwMmA5N4883ETpOEenu9q/JcZPBRkO6FBuoiATDgkyl2MWGpAnbprqBq1eLpta3Kc5HBRONRd9ofIsGh44SHL74IX/mK8bNr1S00AUcZM+YgN954hLfeWkZh4dltt1JBYuIqQkImU1w8gZyccJ56Cq6+ur1K3RE2gn9tYFyX1dfXU1RU5Fa9XF9f3+mxhISEMHr0aJKSkkhKSmLs2LEkJSV1avsh/aelpYXi4mJnYH7q1CnKyso8huYRERGkpKS4VZtHRUV5vN2et2oxwvS//a2er33tGAUFh4iLO4rd3tg2SehdQCo5OfD005XcdVcIJ05EO2/HU6uWnp6BISLBR0G6FxqoiwRIIPqpd6KAXbrgb2Ae6FYteq2KDGoaj7rT/hAJPNfK3Y49nY3KXWO9jAx45ZX2gD0728ojj9i56SZHa5VP+PrXPyA2Fp5/3kxFRTYwCcgEEsnIsLhVqXsLIf0N2F1bwjjC9ZKSEpqMGVI7GTlypDNYHzt2LPHx8cTGxhIZGalJTXugubmZuro66urqqKmp4cyZM5SVlVFUVMTp06fxFDVFRUWRnJxMcnIyKSkpJCcn+z2pbM9btYDFchyr9WOgCLAzciQsXw7NzVH86U+TgPOB0bz5Jp0qz321aunuwSARCU4K0r3QQF0kiHjsJe0IudtC7wGhgH3YCbbAvBO1ahEZyjQedaf9IRJ4vQkoHZW6hlKSk/fyrW8dJDe3jGefbb+PmBgLNTV3kZOTxIsvwhe/WEtBgQWI6NQGpjcBe2ysncrKSoqLi52XkpISKtsbvHdisViIiIggMjKyW1/NZnOfPQeBZLPZaG5upqmpye3iCMnr6+ud37teWlpafN5uTEyMMzR3BOcxMTFuoXl3Jsrt+oBPHVDMmDGnuPfeUzz99AwKCiaRkwPf//4JvvnNFW23PJYnnpjAvHmT+PKX08jNbd8eTRIqMjwpSPdCA3WRIBM0LTM8UcA+6AV9YN5Gk4SKDCsaj7rT/hAJDr1tmfHSS+6tYKzWMxQWHgSOAqeIi2siNvZB8vND227hXWJjt2E2x1FZmURy8lgefTSJ//3fJAoL4wFTnwbsoaENlJSUOIP10tJSqqqqqKur81g57Y+wsDBCQ0MZMWKE21dPy1y/jhgxApPJhMlkwmw2d/m942e73Y7VavX7YrPZaG1tpaWlhaamJhobGzuF5U1NTTQ3N/fo8YPRRic6OpqoqChGjRpFYmKiMziPiYlxrtfd15e31iiuB3Gysur57ne38bOfnaK09BSxsdUAba1aAOaRk3MpL78MX/6yldzcPcA4IFaThIqIGwXpXmigLjJIBEUrGG8UsAcVT2G52eLljIcAB+adqPJcZDjSeNSd9odIcOvZJI7Geo5WMLfdZic3t4aUlFiKnEOzf/D1rx8gNhZWrADXgvG4uFAsltGUl48hJWU0r702j1tvNXudyLQ3AXt0tJXa2lrq6+tpaGjw62tjY2O/7OtAs1gshIWFOS+RkZFERUX5vDgOCjh0JzDv+owHG5mZ5Tz3XBkWSxllZWWkp6eTnHxe2+9rgccAnK1aIIEnnkgCkoFs3nwzVZOEikiXujMeDfH5WxGRQDBbIPsC92WmFzoHowHRFuS7hugA1afgH19RwN5f/K0uj02BaTfC5j/Q6aBLwEJ0XwdfVHkuIiIiwSsurnNwGBNjVOaCeysY1zbXYWHtoem6dSYWLox1hpeGm1m9upGXXy5hypRivvGNYqAEKOXGG1uIiSlkxYpCiooiueCC8wEj9GxoeJ+8vDrmzk3k0UdH87//O5qmplGAMa52lAm6BuxghLuOx+EesFuIi4sjru2XBQXG4/EVltpsNhoaGmhsbKS5uZmWlha3r56WuX5tbW3FZrNht9ux2+1+f282m7FYLM6v/l5CQ0PdAnJvl5AQ/+IhR1geH995+dKlUFHRfnDFse+Liozwevbs9sC8vaTTTlOTicsvh+efb+KLX3yb0tIy4uNPc911Vtata7+P5uZmzjvvPF58ERYsiALmAIn87W/JzJiRxLJlYW7bdPPNnVu1vPuu+2vD8bpNTze221F57lJQD3huPyMiw48q0kVk8HANU88cg7W/bPtFMH+M9aKC3Vu19VDg7bENlnYsvmiSUBHxQeNRd9ofIoNTdyqPXSvVw8Jg5Uq4++72NjCAS8huIzPzDH/9aykHD5Zx7712YClgVJt/+OHv+N3vKjpUsJsxm0dRUZFOTs41LlXHNUCk35OcOiqS4+NhzRr3ML2qCg4fhokTO4fsg71S2Vufck+P2Vc7lm3bjApzR7sf1zMVFixoIT+/Aihn7NgKvve9ch55pJyysnISE1OIjLyp7TVgB37JyJHNLF8OiYkjGD16tPOSlpaGxZLlbO/i0N1WLZokVERcqbWLFxqoiwwxQTNhaU90EbCD52prX+F7d8LpvlwOvQ/GHZXk+14fPIF5J2rVIiJd03jUnfaHyNDSMZR1bQOTkdEevnprA+PaZx1wq2LPyYFnnz3MgQOlfOtbp4EyoIyvf72Z2Fj4+99TOX36Luf68fF/wGYrp6oqjtGj4/nud+P57W/jKS2NBxLJyEjy2NYjJMQI2M87r/0xLV0Ke/fCjBmwerW36nb3wNlT8N7d5Y596CnY7U4A7m25t2Dc22P21o4lL8/O4sX1nDhRhcVSgdVqJifnLF580dHa5xfExhqTk7b3MDdasvzP/4xlyZK7WbDAsXQXr7wSybJloxk5cqRb6xjXHulq1SIifUVBuhcaqIsMQX5XMA+ygN3X7zyF755C6IFY7iv0H/TBuDfengdNEioiXdN41J32h8jQ5ghqS0vd28D46o/dvYDdTlZWDS+8UMapU3a++MXxzuXf/OavCQ9v7NSDPTYWQkJSKS+/yxnGXn/9W5SUmDCbY7DZYkhLi+HNN6OZNCmGAweiueACM62t7iG7t+r2qiq48ELYswemT2+vbvcWTvsK6r1Ncultv/q6b0/LvT0PrtXlFouVDz+sZcaMFhoaEl2en5WMGnWar3ylhhdeqKGiopWRI+GGG+Ctt5I4ffqbzn2ekPAn7ryzGrt9FI88MgqIB0bxxhujOOusUVx5ZYxbhblrKxYH14Myrr/v6iwDTRIqIl1RkO6FBuoiw8iQC9iD0VDfZ10E5mrVIiI9oPGoO+0PkaGvryag7G4Fe3a2nf/8p5bPP6/ghhsqAOPy4IMVTJw4lp/97Iq28NYOPMzIkVZuuAHeeMMI3keOhOuvh5Ur0zl9+g5CQoxgOSnpI374Qws//3k0JSXhQDgpKeG8/XYYEydGceBAtDOEdg3eXcNpf5Z3rL52raj2Fip3fR92LJYm3n+/gSlTGigstHPjjanO/TZmzDoeeKCS3/62ntLSGszmamy2OkaOtHPnnUm8+eY3nfu7puaPVFSUOff3yJHwrW9FkZMzivLysXz/+1c6f7d2bTPZ2SNYutTUZUsWx3PaMUz3dvAA1KpFRHpHQboXGqiLiAJ26UyBuYgMHI1H3Wl/iAxfgQrYHQGt0bsbwAbs4skna8jMrOHEiRoeeqiW06drgFpgEjk5X+Tll+HLX7aTm/swYAWM6nYw2pUYQXIWr766nOPHaQvenyEx0cY3vhHGX/8aTmlpOGZzKDabmZSUBP75z/Oc22qxbMFqbSUlxcxPfmLmoYcsFBWZSU0189JLUSxePNH5GD799FNOnmzgO9+xcupUK0lJVh54oJXf/MZKSUk0ISEXOSfZ/MpXXubJJ09z5kwjZnMDNpvdeZDgrbdGc+bMPS776U9AKYCzutw4sGABxgD/5dx/69cf4LbbbEAsEMu6ddEsWhTidgDAwVNg7qsli7cDCN7a2TheIwrMRaQnFKR7oYG6iHilgH0I6vgcKTAXkcDTeNSd9oeIdBTogD09HTZvdg3ZW9m0KZT582HDBiuLFm0CjJD9xz9uIiqqkccea+TMmSYgE7iZnBx46SU7l1/+MBUVVud9uIfTWcBy531fdtkjvPRSvVsbmpEjYflyOOusFL7xjW84lz/++ONUVVVRVUWn1jUJCaP5z3/u4ZZbHGG2EY673/cIIAJIICfnay4HFrYBTUAEL78cw5IlsRw4EMvFF0fimA9o0yZjH3UMy3Ny4OWXcd5vV4G5WrKISLBQkO6FBuoi0m0K2AeZtsmI5t/roae7AnMRCTyNR91pf4iIvwYiYO8YBjv4Wu5e3W7YtAnOP9/OW28Vct11jRjhdCNPPdXIpEnN7Ntn5zvfiQNmO9evrn6fXbsaefBBG0aAb+Ohh2yMH29j1KhRXHrppc7b//DDD2lsbMRisXD4cAgPPGABQoAQnnsuiuXLz3Y5GGA82HfeCWfRogh27oxg8eIQt231Jxh38NWOxdH+xt8e5mrJIiLBQEG6Fxqoi0ifUcAeYH5M+OnpOVJgLiIBpvGoO+0PEemtvgrYHUGyaxjsLSR2Xe6tur27gbyvoN61H7grT21Uunsf/gbjXbVjWbQITpxw783uoMBcRIKZgnQvNFAXkX7X64Dd9WeF72rHIiJDjcaj7rQ/RKS/dCdgB/eJOrOyYP163xN4dlXd3t1A3ttyb2F6x17iPbkPb8G4t8fcVTuWRYtg1ChYvbpzMK7AXESClYJ0LzRQF5GA8TdgdwTEMAiq23sS+vsIxqfdoHYsIjLkaTzqTvtDRAaatwkrq6rgwguhvLw9RHcsX7oU9u6FGTPaQ2Jv1e3eQujuLvc16WZBASxe3Dlo7+59eAvGvT1mUHW5iAw93RmPhvj8rYiI9A2zBbIvcF825WrfAbGn33kL372F0P26PMV76N/Vdbw97ot/6n1/dNx/IiIiIiLdFBfnOeiNizMC444he1wcrFkDhw/DxInt142JMcJkcK9unzTJCJ/37IHp042fHcunT28Pp7tanp5uBOSOSTdjYtq3KSbGWAbu1eq+7tvT8qlTjQMAjmDccR/eHrPjOps2eQ7MOx6cEBEZalSRLiIy2Hjr/R2o5T3ZJhGRYUrjUXfaHyIymPmqbvcUQnd3OXiv8u6r+/Z1HyIiw4Fau3ihgbqIiIiIBJLGo+60P0REREQkkLozHjUP0DaJiIiIiIiIiIiIiAxKCtJFRERERERERERERHxQkC4iIiIiIiIiIiIi4oOCdBERERERERERERERHxSki4iIiIiIiIiIiIj4oCBdRERERERERERERMQHBekiIiIiIiIiIiIiIj4oSBcRERERERERERER8UFBuoiIiIiIiIiIiIiIDwrSRURERERERERERER8UJAuIiIiIiIiIiIiIuKDgnQRERERERERERERER8UpIuIiIiIiIiIiIiI+KAgXURERERERERERETEBwXpIiIiIiIiIiIiIiI+KEgXEREREREREREREfFBQbqIiIiIiIiIiIiIiA8K0kVEREREREREREREfFCQLiIiIiIiIiIiIiLig4J0EREREREREREREREfQgK9AQPJbrcDUF1dHeAtEREREZHhyDEOdYxLhzuNz0VEREQkkLozPh9WQXpNTQ0A6enpAd4SERERERnOampqiIuLC/RmBJzG5yIiIiISDPwZn5vsw6gcxmazUVRURExMDCaTKdCbE7Sqq6tJT08nPz+f2NjYQG+O9DE9v0Obnt+hTc/v0Kbnd2hzPL95eXmYTCZSUlIwm9VlcTCOz/VelZ7Q60Z6Qq8b6S69ZqQnhvvrxm63U1NT49f4fFhVpJvNZtLS0gK9GYNGbGzssHwDDRd6foc2Pb9Dm57foU3P79AWFxen59fFYB6f670qPaHXjfSEXjfSXXrNSE8M59eNv2eKqgxGRERERERERERERMQHBekiIiIiIiIiIiIiIj4oSJdOwsLC+MlPfkJYWFigN0X6gZ7foU3P79Cm53do0/M7tOn5HTr0XEpP6HUjPaHXjXSXXjPSE3rd+G9YTTYqIiIiIiIiIiIiItJdqkgXEREREREREREREfFBQbqIiIiIiIiIiIiIiA8K0kVEREREREREREREfFCQLn5rampi1qxZmEwmdu3aFejNkT5w4sQJ7rjjDrKzs4mIiGDcuHH85Cc/obm5OdCbJj30xz/+kaysLMLDw5k7dy7btm0L9CZJH/jlL3/JueeeS0xMDGPGjOHaa6/l0KFDgd4s6Qe/+tWvMJlM3H///YHeFOlDhYWF3HbbbSQkJBAREcH06dPZvn17oDdL+oDGUtITP//5z5k/fz6RkZGMHDky0JsjQUrjeumO9evXc9VVV5GSkoLJZOLf//53oDdJgpz+x+wZBenit+9///ukpKQEejOkDx08eBCbzcbTTz/N/v37efzxx/nzn//MD3/4w0BvmvTAa6+9xgMPPMBPfvITPvvsM2bOnMmyZcsoLS0N9KZJL61bt4577rmHLVu28NFHH9HS0sIll1xCXV1doDdN+tCnn37K008/zYwZMwK9KdKHKioqWLBgASNGjOC9997jwIED/OY3vyE+Pj7QmyZ9QGMp6Ynm5mZuuukm7r777kBvigQpjeulu+rq6pg5cyZ//OMfA70pMkjof8yeMdntdnugN0KC33vvvccDDzzAG2+8wdSpU9m5cyezZs0K9GZJP3j00Ud56qmnOH78eKA3Rbpp7ty5nHvuuTz55JMA2Gw20tPTuffee/nBD34Q4K2TvlRWVsaYMWNYt24dixYtCvTmSB+ora3lnHPO4U9/+hMPP/wws2bN4oknngj0Zkkf+MEPfsCmTZvYsGFDoDdFBojGUuKvFStWcP/991NZWRnoTZEgo3G99IbJZOJf//oX1157baA3RQYR/Y/pH1WkS5dKSkq46667ePHFF4mMjAz05kg/q6qqYtSoUYHeDOmm5uZmduzYwcUXX+xcZjabufjii/nkk08CuGXSH6qqqgD0Xh1C7rnnHq644gq397AMDStXrmTOnDncdNNNjBkzhrPPPpu//OUvgd4s6UcaS4lIb2hcLyKBoP8x/aMgXXyy2+0sX76cb37zm8yZMyfQmyP97OjRo/zhD3/gv/7rvwK9KdJNp0+fxmq1MnbsWLflY8eOpbi4OEBbJf3BZrNx//33s2DBAqZNmxbozZE+8Oqrr/LZZ5/xy1/+MtCbIv3g+PHjPPXUU0yYMIEPPviAu+++m+985zs8//zzgd406QcaS4lIb2lcLyIDTf9j+k9B+jD1gx/8AJPJ5PNy8OBB/vCHP1BTU8ODDz4Y6E2WbvD3+XVVWFjIpZdeyk033cRdd90VoC0Xka7cc8897Nu3j1dffTXQmyJ9ID8/n/vuu4+XXnqJ8PDwQG+O9AObzcY555zDL37xC84++2y+8Y1vcNddd/HnP/850JsmPmgsJd3Vk9eMiIhIMND/mP4LCfQGSGB897vfZfny5T7XycnJYfXq1XzyySeEhYW5/W7OnDnceuutqqYKUv4+vw5FRUUsXbqU+fPn88wzz/Tz1kl/SExMxGKxUFJS4ra8pKSEpKSkAG2V9LVvf/vbvPPOO6xfv560tLRAb470gR07dlBaWso555zjXGa1Wlm/fj1PPvkkTU1NWCyWAG6h9FZycjJTpkxxW3bWWWfxxhtvBGiLxB8aS0l3dfc1I+KNxvUiMpD0P2b3KEgfpkaPHs3o0aO7XO/3v/89Dz/8sPPnoqIili1bxmuvvcbcuXP7cxOlF/x9fsGonlq6dCmzZ8/mueeew2zWiSqDUWhoKLNnz+bjjz92Tipjs9n4+OOP+fa3vx3YjZNes9vt3HvvvfzrX/9i7dq1ZGdnB3qTpI9cdNFF7N27123Z7bffzuTJk/nf//1fhehDwIIFCzh06JDbssOHD5OZmRmgLRJ/aCwl3dWd14yILxrXi8hA0P+YPaMgXXzKyMhw+zk6OhqAcePG6UjVEFBYWMiSJUvIzMzkscceo6yszPk7VTsMPg888ABf+9rXmDNnDueddx5PPPEEdXV13H777YHeNOmle+65h5dffpm33nqLmJgYZ3/MuLg4IiIiArx10hsxMTGd+hBGRUWRkJCg/oRDxH//938zf/58fvGLX3DzzTezbds2nnnmGVUtDxEaS0lP5OXlUV5eTl5eHlarlV27dgEwfvx45/9bMrxpXC/dVVtby9GjR50/5+bmsmvXLkaNGtUp1xEB/Y/ZUya73W4P9EbI4HHixAmys7PZuXMns2bNCvTmSC+tWLHC62BMHw2D05NPPsmjjz5KcXExs2bN4ve//73OHhkCTCaTx+XPPfdcl6eRy+CzZMkSZs2axRNPPBHoTZE+8s477/Dggw9y5MgRsrOzeeCBB9RDe4jQWEp6Yvny5R5bZK5Zs4YlS5YM/AZJUNK4Xrpj7dq1LF26tNPyr33ta6xYsWLgN0iCnv7H7BkF6SIiIiIiIiIiIiIiPqiBn4iIiIiIiIiIiIiIDwrSRURERERERERERER8UJAuIiIiIiIiIiIiIuKDgnQRERERERERERERER8UpIuIiIiIiIiIiIiI+KAgXURERERERERERETEBwXpIiIiIiIiIiIiIiI+KEgXEREREREREREREfFBQbqIiIiIiIiIiIiIiA8K0kVExCur1cr8+fO5/vrr3ZZXVVWRnp7Oj370owBtmYiIiIjI8KQxuohIYJjsdrs90BshIiLB6/Dhw8yaNYu//OUv3HrrrQB89atfZffu3Xz66aeEhoYGeAtFRERERIYXjdFFRAaegnQREenS73//e37605+yf/9+tm3bxk033cSnn37KzJkzA71pIiIiIiLDksboIiIDS0G6iIh0yW63c+GFF2KxWNi7dy/33nsvP/7xjwO9WSIiIiIiw5bG6CIiA0tBuoiI+OXgwYOcddZZTJ8+nc8++4yQkJBAb5KIiIiIyLCmMbqIyMDRZKMiIuKXZ599lsjISHJzcykoKAj05oiIiIiIDHsao4uIDBxVpIuISJc2b97M4sWL+fDDD3n44YcBWLVqFSaTKcBbJiIiIiIyPGmMLiIysFSRLiIiPtXX17N8+XLuvvtuli5dyt/+9je2bdvGn//850BvmoiIiIjIsKQxuojIwFNFuoiI+HTffffx7rvvsnv3biIjIwF4+umn+d73vsfevXvJysoK7AaKiIiIiAwzGqOLiAw8BekiIuLVunXruOiii1i7di0LFy50+92yZctobW3V6aMiIiIiIgNIY3QRkcBQkC4iIiIiIiIiIiIi4oN6pIuIiIiIiIiIiIiI+KAgXURERERERERERETEBwXpIiIiIiIiIiIiIiI+KEgXEREREREREREREfFBQbqIiIiIiIiIiIiIiA8K0kVEREREREREREREfFCQLiIiIiIiIiIiIiLig4J0EREREREREREREREfFKSLiIiIiIiIiIiIiPigIF1ERERERERERERExAcF6SIiIiIiIiIiIiIiPihIFxERERERERERERHx4f8H7sMKQR8LXbIAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Acurácia de Teste com kernel RBF: 0.7950\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "######################################################################"
      ],
      "metadata": {
        "id": "OYf6kzHYl7EQ"
      }
    }
  ]
}